{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "导入必要的包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import glob\n",
    "import numpy as np\n",
    "import math\n",
    "from matplotlib import pyplot as plt\n",
    "import matplotlib\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Surf 是sift的变种，更高效"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " hessianThreshold代表Hessian矩阵行列式所计算出的曲率强度，数值越高，代表区分匹配点的要求越高，一般推荐1000-2500之间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def SURF_detect(img1, img2):\n",
    "    gray1 = cv2.cvtColor(img1, cv2.COLOR_BGR2GRAY)\n",
    "    gray2 = cv2.cvtColor(img2, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "    minThreashold = 1000  # hession 矩阵阈值，在这里调整精度，值越大点越少，越精准\n",
    "    surf = cv2.xfeatures2d_SURF.create(minThreashold)\n",
    "    keypoints, descriptor = surf.detectAndCompute(gray1, None)\n",
    "    keypoints2, descriptor2 = surf.detectAndCompute(gray2, None)\n",
    "\n",
    "    bfMatcher = cv2.FlannBasedMatcher()\n",
    "    matches = bfMatcher.knnMatch(descriptor, descriptor2, k=2)\n",
    "\n",
    "    good = [[m] for m, n in matches if m.distance < 0.5 * n.distance]\n",
    "    img3 = cv2.drawMatchesKnn(img1, keypoints, img2, keypoints2, good, None, flags=2)\n",
    "\n",
    "    img3 = cv2.resize(img3, (1920, 540))\n",
    "\n",
    "    plt.imshow(img3)\n",
    "    cv2.imwrite(\"surf_matching.jpg\", img3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ORB_detect(img1, img2):\n",
    "    gray1 = cv2.cvtColor(img1, cv2.COLOR_BGR2GRAY)\n",
    "    gray2 = cv2.cvtColor(img2, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "    nkeypoint = 100  # 算法在图片中找到匹配点的对数\n",
    "\n",
    "    orb = cv2.ORB.create(nkeypoint)\n",
    "\n",
    "    kp1, descriptors1 = orb.detectAndCompute(gray1, None)\n",
    "    kp2, descriptors2 = orb.detectAndCompute(gray2, None)\n",
    "\n",
    "    bf = cv2.DescriptorMatcher.create('BruteForce')\n",
    "    matches = bf.match(descriptors1, descriptors2)\n",
    "\n",
    "\n",
    "    img3 = cv2.drawMatches(img1, kp1, img2, kp2, matches, None, flags=2)\n",
    "\n",
    "    img3 = cv2.resize(img3, (1920, 540))\n",
    "\n",
    "    plt.imshow(img3)\n",
    "    cv2.imwrite(\"orb_matching.jpg\", img3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def sift(img1, img2):\n",
    "    gray1 = cv2.cvtColor(img1, cv2.COLOR_BGR2GRAY)\n",
    "    gray2 = cv2.cvtColor(img2, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "    maxcorners = 1000\n",
    "\n",
    "    sift = cv2.xfeatures2d_SIFT.create(nfeatures=maxcorners)\n",
    "    kp1, descriptors1 = sift.detectAndCompute(gray1,None)\n",
    "    kp2, descriptors2 = sift.detectAndCompute(gray2,None)\n",
    "\n",
    "    bfMatcher = cv2.FlannBasedMatcher()\n",
    "    matches = bfMatcher.knnMatch(descriptors1, descriptors2, k=2)\n",
    "\n",
    "    good = [[m] for m, n in matches if m.distance < 0.5 * n.distance]\n",
    "    img3 = cv2.drawMatchesKnn(img1, kp1, img2, kp2, good, None, flags=2)\n",
    "\n",
    "    img3 = cv2.resize(img3, (1920, 540))\n",
    "\n",
    "    plt.imshow(img3)\n",
    "    cv2.imwrite(\"sift_matching.jpg\", img3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "加载图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "img1 = cv2.imread('./imgs_featureMatching/l.jpg')\n",
    "img2 = cv2.imread('./imgs_featureMatching/r.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "测试三种不同的角点检测和匹配算法，其中surf和sift的准确率都不错"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "SURF_detect(img1, img2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAACBCAYAAADOgnH+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsvXm0ZddV3vubc629T3O76qukUmeVJKuXJbmTZbnFttzLNhAMBAMJhiTGJHEejwR4PJr0kLzw3gDihBAgLxCDY8BgDBhM3NsCWW7V96WqkkrV3br3nnP2XmvO/LHWuSoZCBpvxCN+jDvHkF1165zdrjWb7/vmvOLubNmWbdmWbdlfXdP/1RewZVu2ZVu2ZV9d23L0W7ZlW7Zlf8Vty9Fv2ZZt2Zb9FbctR79lW7ZlW/ZX3LYc/ZZt2ZZt2V9x23L0W7ZlW7Zlf8Xtq+LoReRmEblLRO4VkR/4apxjy7Zsy7Zsy56eyf9sHb2IBOBu4BXAQeBW4K3u/uX/qSfasi3bsi3bsqdlX42M/rnAve5+v7t3wK8Cb/wqnGfLtmzLtmzLnoZ9NRz9fuCRM/5+sP5sy7Zsy7Zsy/4XWPwqHFP+nJ/9GXxIRN4OvB1gOBxef8F55/3ZD20eqvyLO4g89d8EcByRp57Wn/Kp+qfNA/hXHPvMY33ldZavPeXI/uQ3/7wjOY7MjylPvdY/7+kIguOobH4Lx+vxBHcrX/zzLrCeoxxj/mfO+Lx/xbU99f83z+Xl7/Pr/QshvTOv4StufH6MP+98X2nuZ97hGbe1ec3l5+ZWjqvCU5+O1O/XYzm4lQsQqcc783UD5n7G+3xyzTggm+/0jPt2OHjw4fJcNq+5mKrUKwGpPzcv125nfN68rAVV2fx7UC1rx4SlpWUWlxY2F7ZI+awgT3lwKuV8svm5M9/JGZ93nrIXzlx/Z764J3/y1Jf5FyyxzXX9Z9+mb26r8lzlKdf2FTv4z/n+nz3WVy6w8rY5Y1fN36v8jw/3Fdd/5pHLz+Z3/xfc01d+uV4LXq9r/iF/6nMVffJsZ75HmX/VqXuu+BJzEHFUFBEh6Jl7vaxT9z/7BN2dL95x5xPuvvsvu/+vhqM/CJx7xt/PAQ595Yfc/d3AuwEufeYz/d/93L8FDyC5LFQPAJinzZtUVaIGTAXPufwMwVRQHDvjjagrUusVETBK+WIeEBJCALG6UcPmRoQnN6lIQMRxz/WgAlYevJlhLpgrlnpEnc4z0RUngwuuEGNEAXElxoiQIAgBwQm1pDJcAjEIuNCEsHkOCQIWQHpwoe+MHAy3cklBhBACoe6uKPVJ1GMEwF1wDHcnhoCLgynmmS4lXJRWqxMRR1XJvdfnn1FVeodgTkZRVUSMgKDqiAZSn9EguIGb4VIWcggBx1BVcMUskx0mfY+4E3G8vqj5580McaNtGh4/voo2ysJ4WJyxClJvPptjKYMoXd8z6TpmqaeNA9wTqmHT6fR9jxAw73FTnETbNOW5WCRbR9/3BC2bDcsYwg//3XeQLIJmBlqe7TRl1k6fZmVlJ225LZoQOLa2BqZk68kuTHKi73t2LC2zMZ2yNpmiTWQxRqRtWBjs4Jvf9u3sO2svsW3JacagHTEcDglRcBT1RBalDS2DpnnSiavW/aDlnQdHPCLBEIk1YDhCIIhjWeo+cBoNuAiG4+QSwEyIoog6LgEno5sBMqBuZKnBCxB1QlZM5sEMzIwQAk0QkpQAqA75DMc434fzHTs/R8bLe6/3Z2Zkq8dUMBGaes/UwFr+LFiN0lod/zwcKBnXcIZPmPueGiikhOTsEOTJpGFuVpZBuTcMyyXpUC/X6+5kL/5gGIWmiaiWM5v3qNR9aUYCpO7B+X+zzsg5Yxij4YCl4YBhG+ozEBAjJwPLiCiZRJQGJ9FnQd04cN1zHuJp2FfD0d8KXCwizwAeBb4J+Oan80XRXBajOWYdLooihCAIEVEr2Ut9U44UR+QNpmVhbmY8Crm+tIBsZl0q5aFtZg/lf7DqzFUi5gnRMzJpyqLKBiJlY+WQS/QwQ6KWrC0BqmCZEJVsQk6Oa1msyTre++nfIuw+j7EucO3Os9m1tMCoHSACmbljdlSFGAPijgTHPZABaYWRRLI7AWeardybKiJOwkhdokHqRjBElRAVS7aZ7ron+uzEEImqmJeKwsywGkSyJVSK421UyyZVRz0DjsaIIKS+x0QQMo4iQVBCuQ+qQ3HHPWG5bJroiomVIJEzKSXMHesS7pm2CYgFZn1iNBiUICBaMlatgUFKlp77jIsTRZiZ1DUSijOp77UEzlQyrgA5OTkZTRvJuQdg0Axw60sgViFlMA2byVXyDJ7R+rwfOfo4u1e2sX08oHcwAqrgRCR1dF1iYTBCRHhibZUmNEScbeMFNixz3nkXsGP7CqGpa1SV4XDIoGnIzNdjoI2KaESroxN18HnAFYgBlUy5AtnM+spqAkNxdaS6WZvHCofkUhwk1LdXHCkeyNSFgJE9gUQQK0mUK65PVjHJnKAlgQEIGVwD2fJm3pzNqtMsa0BdIBiWwUURnF6MaD3mQmidY0cfYzadsf+si8hkghXHbGaEpgQlhRIUyEAgYiWV01Aqp+qMc62afV66WgmmsTp9N2G+C81TubkMLlafv6AOnRuCEUxoohCkwUP1SW60asxMMTeseBfUheTlHWSUlDJd7sACg1ZZaALDQYvWICECqc9k6wihKT7RIZNw9RLE5Om77//pjt7dk4i8A/g9IAD/wd2/9D/8DpS3L1IWoTkhNiUaSnGWIWgte0rRjkhxTEQUQ9ASpS2QtSz6KEqq0RNqeV6zkmxSqgPJZQN42TQlUGiFQQx3RUXJub5IS/QiiARUILQBz2URD6LQWUIlknOe3xlugpP5yBc/xppkfPUk9802uPPxIyW7XFxmtLidvSs7uGI85PyFAYtRGIe2ZEdUx+9CC1hQYjI6YFC2JrOUEC8ZlYmTc8IcGo2Yg2bDVen7nj4bTdMwaiPmGYFSW4hXSKJkeC6hOAmMnK1sLgkw3+BAV6If6oK7VOdqoCUVStlrJaGkWrpKhuSJICXDV5xGi3ObJaPLsDBq6MwYjVu2jRfQmkqV2KvlmAKpLLoCbWggBMNTVyqhUoDhKdcgDZYd1NAQyTkhCbxCZoKQBSyVZ6equHUQAt4bWSMaHdxpG2i85YmTJ8i+xK6lMQMNTHLCc+aJtQlt0zAYtpxaO824GRJDYGk8ovfMcLzMjS97GaOlJYahoWdG0AHtICLEknXP12WsUJFoqdTcIVKTn5ohy5PZvtZ1PHdwAaUnY8WNlGA8r3KtQlLB0eo4pOJ/ngXREviDCnkOt7kjPs9OS7XUhkiUElj6XDNds81ALy6bAT5L4vjGKb702GM80WdWFgccO3WS/sRB+vV16BM5dZg5M4dTpzf4/m/7HtQaZp7L/aqUSsENTBGtPqBefwMkN+QMuCsgZR0EQ0xrclLuITvEiiQ4uUJlAWkF8VwreweUkWtZM5sYVXnObRMQicwmRiJtEqAaoevma1fIOZGs+JamjSyOGkaDAYqQrcNN0OCIKKptrchBtVSkuKNEUkU1no59NTJ63P0DwAee7ucL3FbwrCCKxJIdZCvRkFDyABev2Uct0URKdlW+WTaAJmp+Ta6Oy1OFDqRk+VEiMWSylQymHD0DQjLQOTRAWUDqERGj+Li2bKCaFZoZ6o5o2WxtLXvJAWpG5O7MZmvcu36cpLDAhLB+gpwdSTNsbYHJrnXuF+VQN0JOwcSM0E2QyRr5kTu4ILa86KprOHDBpQxRTIXGBbRUI1GFnEtW1oaImSMoM5zWjVmXyUQGURk2gohjJKzk3qVkr87NKE7dMTAj4zQh0MZQFqtDUGfWJ9RBg9DjSHaiWimFc3mqQSPJEjlTArllsgqtzSuEQEoJpGzKJkYsO13f0SUYxkDXT4la4YigKI6rYKmcPyl4BnEjqtLnRMMAvKyPnrqOpDjytmnIORO0BOQQAqLFYRW4R5BQ8VBzTAMuAVGhdZgyYxxHGM7pbJxanyDZGI8GNDnzyKlVJCjj4ZBp19MlY9C2DJpIEKF3ePNbvpVzzt7OsG0h9MjU2bZ9gRgjrl7We46ICjE0qCqDRnF6VNqSBUdHXEvSEeYcQlnPGoAkZCDREzyQJWEiqBjUistlzlEoQb3yCAVcKcGiBP5kxWFHwMRKtawZ65UQGrQJZHfMe46tr3Hvscd5eLLGjsGQCQGbnWRtcgJJRtDEhCFhtExsF3l8MoFuvWzz0RBbCKgUR9yKsPb4Kd7zoQ/w1pe8HvNMIhAllApBZLM60ArFuMQCA80rDK8PRB3LuVQjOMGFpIb4mYGxIAoqEdRogiJEnDkUOK9Uq49wUFGaJmCWmHaZSZpi5kRRNAjWC56lvofiFXLf0wyGLC20LI0G4E72RLbieSwF0A73gHsPEkoyBYiE8i6aJ2Gpv8y+Ko7+/6tprGWjBpLbJqEWVAq0YIKZVLLDnkoYimOVBpsH2uBSHN78B26IKMkTSkClbAzcS8lbT1gWulM4kYBrLmVdNpLnQgymULwL1CpEyVbwbCjVhrtsQix/dPsnad1QEaJnuo1VZhunUSIhrDFqlNguI42QvcEtY+oEDaRte7jj+CN8+WMfYvapj7MwWmRXaHjL9c9j/55tiI5o5w6q/mcYKfW4ClMX2hhog+CeMQONoSxwN0wcqZmMWKGQCv4I2Qpn0sRQHGJ5JcymXXnsKiQzkhmNhlJbqRSCyaHHCVJAg3kZIDlDUCIOKuSKY7oIihGCM+kKJXJsfYNRO2I4UBoCLUZsGzw7XX32AcUkEWLEJZMy5JwKXJVrNifU7FjIfYIwJ8YEy44GIYZAyj2qSupzWYoSyrppYjmWKkPNzFxQ7xi3Db05p1JiIIskS6gqC8MBg7bhiRMnWRqPCMMBKkKTEte+8NUcOH8/bdugMZMSLCwsIiGiEss6DAHF0ABBtXIduknKNqokE2Ks+LgLKoWzKpWII8EIBOa+LoqTXRDXTUYvW1+r4fDkMdwwCvQABSYhOJZ7OhEmkxmr0wkZONlNONo7q7Mpk9kJvDeiOKEdENohq9bTz47TrZ0kpAk5dfQEYEK/epwZPTaDdOok66tTtp29xMLe83ANeE6koDTDiAfoUkcbWlxKlRtUEC8BPtTnJqLknCusVZacIpv4fziD2Mw4Wp0+ljAt6EAMLWjGaSr0Sakia0UkWip6gJZSsZsluj6T+oRYgYjdpWDscz7AA4mEmdA0yvIwMgwNXVcg0pwN10raeod4LOUvYZPs1gpbzvm3p2tfM44+hAhWyCKxvFl2uhScQFRKBI8B81ISutsZjPTcUTypAPBK3EDJdlUjkMri90o01rK910B0EBdcE1DKZbeCh0LBA/G0yZQjkK0+8IIcIOJgAQ2Z5AbZmeV1TksiuEOKyDgQQ0OKgX69wyTDqWO0gxFRjBADbZrRW0bVaSJ0gzEaRyyEhjgYcqJpefc9dxDuUyaTdZa8Z9848tIDV7AyXmZpsEiMLaMY64Iv1UfUQJaSsQ+aUPkQL/i1COZGnwGMVG9y2ETGg7ZsHqBPCQYNZgVqEVGaSuZ2XVc4FdEC95A3MeNB01BoFqn1E1g2Wi2VVPZM3zkmQlCY9Qn3loVRi5gzTT19Z0z6VLLHXO4J6kuvji7GSEqO5ZrN1vsSKY7BBGIIgJMrBJHdi9OQAAhRHRdhRkOjCbwj6BANRkeLdxOesXc3j5w4QT+ZoQbTviM2Defs3sV633Fs7TRLC2Pa4QBPmQZhxzmX8NznXM9gOGQwaHCBGBOjhYY2tmSURoy+dwiV+RMjmTDQSAglW3WBViNzuVCBa4oTyO5FeFAhgAJLgnmDSmUixXGrx6XwHiKFJ7nz3rvRlSH3HTnENM3ohosEbZmq0JrXvVTf33AB6yZw6jHS5CR0HTBDcsPabJ2DDzzO0WPGnkuezbNefDN3f+HzXHnTzZzoStAInmg8oL6BReXLv/XrXHxOhGaIdB0jNQb0RIv81n/7fd70itehbpsVfEksasWGkKsjdgyVgNcqvqK+T+pspCSB7kYQxzWWm8og0eiTIJbwUCAW8fk/F4JZKYmQF9qoJpWgITDWgMamQsQVKk6QLBfuISijwYjBoLyPwjkkJCjkjKsWoYYUZKLcT6qQZRFXSE1onq59zTj6qjEqrLWDqSAWEAQXYy5ba8xJ5TVWyGeePTuSDYmA6SYWDyXiiwSctLk4GnUg1OCSiV4eRcYKXpwzm6zVPI2lRGmkwEhzooVKgGUMyxGxrmwuV4TEH33u07jB0SOrjHcusRQaBttW8DZAPM1sMmXBJviJx5gcO8z08EPce3o7pw8f46L9kbA8w4fbGQ5bmoUFgu4mx1DUOcOGBRmR+oZHEvzi/Y8UJYs7yZ3FZOxuI887cBEX7d7Fkg9BlSRgXVcdQskUxA0cSmEleIRAIEQlKCCxPKsQaBVmHkASKVshVD2TpPAf7pm2wipNiJASXp2qiBAqoRVVmfWZLEK2QPIplg1tG0aDhsVRIbEmk1nZWPXYBTetFUwwgjYFZtNA0xSOQtSIWQrsYKXSi0GIUiAZvJKAZqRcMH+o5F0oCcCQTN8HpBEayWykEpy2bRvx2NpJmhBYGY3p+il919EOR0xSIcO3LywWPsWcLEKzsItXfN3NLIwXWFhqS9DsjWEzRGSAUAjXSEYGuUAGIdBILAqvkFAZMIhaeRsnmdGi9HWZhloxQiFDUzYaMYRI5zMm5ui0557UccRHrHUTct6gO3o/trHOoB0SF1ew00Zox2g7RgcBzxk3CN1p1k89QXN6jTvuOcRGt8SVL3kV517+CkwXOF0VaL227EgTdlwx4yMf3MuXPrnKoY9+gEtvOM7vfvqdXD76Bq676lo+9PM/zMXf8c+58zd/iQOv/R547A6yPQdMkKCFF/IxcelK0uw+1JwOZ2ACTcRyrlk7RKdCLhUB8IKLS7CiXJv7CyjV0qYqT7FsiGdMBawhYuX8UhEBm1c4XnmrDK6bVZ9hhEZpCw5WIFAzhjX4BpTkGRNoNdDXY/WUDWiiDKz8XbxAqUaBkNwMkRYzo8sdQw2YB9pwBqLxl9jXjKPP1cl49oIvmmIUSaEQCBE0B5KWrE3mzLkb7oWAjDFgVpQ7IoKYzyWvaCVMpKpnzLRkJdFxa6pMSomlbioxwHJ90FAgoUDWVOhfN6QSteaOaEZzKM6yvmTHOHzsUWbuzE6tsbiyhACNLhJ3DFkcLyCLy7QbMybdBNbXSMcOs+PVP8YVTUMvXqRyOdC2CV8/zckvfI47/vgP2btjnWZ5ke1n7YLxCkggDJZoRwMIkK0EmpyNR/o1Hr73Hib33UdLwB2u33cuL9q9g10rS5g6jedKZhWiM6VE0zQ0URg0bXWoCc1OL0UaKm4sDQdkd6ZdR+qL7NOS4PRMVYrcNCVQcBVSygShSiiVrDVUuqMVY89BUYfl8RANMO16rA0kM/ouk6TIOIM4HUaTBaNHUZrgRI0ETWxKXKlyuDkpF8qydzfIJTtWLRBOCFoThALnPbF2gl0ru1CclBzRSINxYrUnhoZWFIkZdIB2HV03YTgY0VtVO5kxA3bt2sdrX/dm9p+7h+Xti0hoUIcYM4PBgGE7xKGom8QgNzR1vTlKjFozcSNvZntFEpmBtkYpMwOJJVgpNBKKWs2F933iI0yGDb6xQbvnPIYruyCv0WycxCYnSLMZ3foqk2OPcuzOBzmcVrjiuhs5dvwqvvCJJbbtbzlw45RzrzG0EW648VEOHz7Mxhfu5TO/91+46O3v5HO/9NOlGv36q7hw8dl86ld+lZf93R/lo7/wk9z8Le9iog0P/eR3sv0fPIeHUc457wJW4ozLX//tYMpwuEHIiewTsnVYPyPmzPTogzRLDeuaaPu6N1Iq6qNQiXMg4DUx0yL1xfBe8WDVwRc4FdGnqPJcisMPOJY7iLEQvXNoTysfp6USdBdS6ogx1grUCKIEjL5m8XOWTtXpPRE0FNWNZ8S9JFupVJeeM1kgqm7KXd2dLBnFqMhxgUdFICR6+/8lRj9X2AIW0VB00qWpIZGzVFkRdcGXhS0acMsVyqkqlznOJSUDFPUiL3OtErmKuyNo1orulO+7zhUYoZTCXj4HIGgh06xIGvH5y9eC4UsuDmz+eRfufOQ+bDoDGzAcCbONHu2dQZuYacNgHPDxNuLaKtM8Y6M/jcWiI7rjU3/IPl3l/OtfzUnGtOMx255/I5c89wUsIrStsrp6nLUvfpkvffhXuPTcMaOzd6J79jAa74HhgBxGEAZAxwBHxUmh5fMba9x+sEMfeBDvJgAs5xO8+sCVPGPnXqI46oGRNpu4YHlLWoOrM9RAE8vCHDQL5NzTzALr0xmTXlBzspQNlnol5Q6VosqAsgGwKusE+pxppFRHo0FDE0p510igHUVcoO8Sky4V8aFnSIaJEa3wB3NNdQwFH1URclUjZSn4tHip4rLnqjKqFkoWVfTOQq9C0CWOr62zfXGhBCJzehXQFvGeThysSA7bOGAymxV1h3b0HmlcGI+W+KZvfRt7d+9kcXGxEHSUaiIEoWnHpVlGi/LHUSwUriRKLNp+1aILBYqOvIJfGlF3UoYQ5gxy+ZiaFKgzK8mM03Tc/+EVHrjnctqVlsuvvQvpjnDlS17F+PIb6HNgTZyxNuy4ccblqWd27F6O3Pqvefkrrue8627kj3/+p7j/D6a8+V3/jP/8Mz/Di9/+d3j0uodZORZplnbwqu/+P3nvL/8kr9jzrZhmbnj5a1ELdCeeYNJExKCPYz73gf/ENa//6zw+SRz93f/Cvpd9B1GN3WedT5aG3gz6GbZ2CveWx2WRC4YNv/XB93PLS1+LSEtwJ4amoFdmmAg9glTH7A5NwfNIUGXLWhRclZ8KoSQQsa7xTAmUUlVkBfi3CnWVBMApFW/bDMrjViN7kWRa9U8OmCjBnS5DI5VbdK1qKiGYl9og55LgWBVB1OtEvUqiS4AKVcygQaqItH/a3vVrwtE7pamiqfJKwyFVrE3KQ8UCQWswECkZq4BvEi9SGHURJCtGrioNwENx/FYCA8Im3JPViRTFgZnVTMChYrgmoSiAcsY8kV1QE3pxPM3K9Vf1Tc7F0ecq6ezSlM4znnq0NbRv+YZnv5wP3X0reTACnRFNSHHAaOc+rO8ZDLaR+hkMB1zzvBfz6C+8g89+6v1c/n2/TMjrfPZn3sF17/wF1o4fYsNWWTnrKoYv3MENN9xElxPLWvoA1h5+mM+/+0fZd9EuVnbvYLDYEocrTActPtiBWU8IAyzPYHKCnGYc08B77v4iYfwghBE7hg3XrOziRefsZ+e4LP6gDSoDRhgzMfpcMPjiX5SFwYDhIDKZJTamHeuzjmRe+x20doUKUcqG6fueQdvWrtVA70KXEitLLTGUzddXCaYTaBolaFM0xa7kmMnZC+nrFa4LQmwGpDwltor3JeCrl03Sp1Sa16RceeF5Clk2J800OJ4da4QW5YkTp1heXq76esdzR1aBIBhKIwlXZTBsWO9mpTJQWNi2m7/5XX+HPWdtJ4QRNEZkgOiTG7ppA6hWDXrBhAOh9BmEWFUjxaEcfDjy/t9Z5L77Azc8r+PmV2+wMCyYe1ESARhBmuKcyKClOhlE59LrH+Hi6w+jG4d54oHAqdXTPPbwrex51qsJaZ1ts3X2blviCWv4+C/9NFd+xztJ49/grgseZNfyi7nmjW/kMx+/jZlNueKa57O3ORs9+xaOju4j3X8nt975OZ73gpeCZHZGZ3TZNZzSxEVn7yZoYBiNV7zlO0kXPBd14dHHprzxu/82j8wMMyfEBHFIsEy3scF0LTFoWvzU/cyGz2RxYRuTNGWkAQlF6x8FklXYKsbSxFXJ1yTFoZdXLfTZOHT4Mc7bv68gCGQaSlVeyv+AahFHlo77qtPvi/DAihQQjUV3k3MBcsRTJcrZhCehNJkFoXAJ7rVXoVQgqXZ9B68NZiIU5tfoUsJUGDokMiGXZiwTqrghE7x92j72a8LR46WT1RCypIKtiYAVBYF52mxRNy1Z/iY5Moepqmqjev9SvlptsNKixyGA1u7b0qABc72gZcW9KkaqIG8+lqDPbJbzOScsV5WHxNK8Um1Ojkhtdrn1ji8xWZvSZSVG4fXX3IBqITMDTdU2GwGjlRFpZRv9eJElTRz3gr0enS2zY3CaQTrFui9y5ImeHIXtIXHvB3+e8O3/ioPv/WVsdoJDX/4su655Ptsuupy9F1/Ji3/8F2iCcpqGcamL0NkGD9z+ee7+wEfYF+5h53k7CeNAG0cl+IyXafMKzfJejs1GfOzoIX7/oTuI3Qk0ZxpJzGTASJd514tezs7REsE7NA6JVQcg5ozalmHV6k/7zPqs23yGBZ0HdWcwaKqSqpDxwwEggUEMVfY3J84KvNLEhixFx509kNRIwdCcyZZgruP30jGc+7LJe7OisvLS6AUQY6DvUyX1S6+EhvLmc84ECSxEJRNoBsbabJ02RJ7zspu5+54vM2KBnXv30FjPIw8dZDY9QdMlvC2w4PbxDr7+m7+NPWdtZ7wwRGnIqeUjn1jko59YYufOnte8ap2rrijrVUhkGoJkPEPbxJql18YFgXPPSbzjb63WkhWEiAFBSkfuxtoqv/sbf8B4ccRr3vRqxFvIgrYdg+17aXfC6dmUI390N5f89f+Dj/27H+GhT32Ucy5+AZ84/bssnxqTJxcx3n8JL/3Wv003gFe87fs4OTnB4NgJzjr/KhZ3ncf7/+P/w9d92/dz36G7WDrnmRw8eIQr3ngx/foq+y+/lrWjT/Drf/zbvPqWt5GPH2GoUzQYPP44cTxiTTsaU0aTIxyZhsqlK2lxBwvD7cy6Kaqz6hxn7Nu3g21n7+bYkTW0S/ShJ6swwMl5XnU6Xe6REAtcV6vtec2WMSKBc87au+mMzee9O1aIa4vF4ecim4RE1qJGctPNPopUk8ogtUVMC0GsVcYLxbnPA06U0h0b6n06Rqg6/mQFZhZ3Uu43RyKEZKTaUZ68NGiqKl3vWJ6VhqunaV8bjh5ArBIosToBMKlSQKFoi0Wx5ESdY8mFEFEvwUDrg8uAesJVcMuIKSG9an+xAAAgAElEQVQU2RUhlo2Ty94JQTAPBCnBoEAxA9xKVuBaO2Br9mXZq6QvbFYS2fqy2ZQK4ZQAdWK2jiUnpJ6LLriCx0+cYPf2XcSmRcVoQul2RZzOO7QZ0g2GrB4/Sd6zzBRlR+PoeDe3/co/4ZK//uNccvYK6xZ57HO3se77aFcP84ybv4VH/+T30C9+lKvf8Df4yH/4Kc7bdRZ5x24++9Pv4vBgL9c960p2XfZcZuPdnPP8F3DWDTeVlnB1FhyeeOBuvvT+97Arf569B3agyw+xsLSTfmFIkyIpTyAnpkFxVTbanp/401vZPtzGqW6Ns08f5LtuegPbFpeJVRPvCKPBgCYkmhA4vTEtsJdAyplhWzp83RJmztLSkMeOr7JnZUTOmSZENpvjQsHkBQF1+lQ6hhsJBKFgthbpUtmAbl4hEkU8F/33vKU+zLHNuX664PWl47Qw74UCEiQEgvX0sS3qFCCrs3qi58ZXvYDHj17Bl+48wPK2Da654h527TxEN5kyPT3l3AvO58CF5zNcGhN1WGDH0PF1L1vllV93mkLiB0zGtQW/IZJQaXDNdW0VPkpVEG247+7b+P33/w43vOhGrr7uRYRQyPOUjBCUhcUdfMO3fWO9u1CAXXVuv+cuhur0cYyq8cAlG5znDbu272dpuM5HP/Sfednrvplu95Avf/h9nB0blnecT796gtloJ+//2X/J9ssv4+U3/zVu+/gfsTDawx/8p1/k5bd8Axsi3PS9P8UJIu2Fz+eRqdM0K9z4mm9nvRuytO1sFt7wQ5x88DCHT53krru+yPbxA1z7itdx3jOfQTMwbvvTz/HsC/fRLm9DmxY1Q4eRvhmxsNGRB4njj3yedvkAB48eZu+O/QxjhBAQSSQr8Ja6I5bIoainsldhUpDNrth58gA1+4bajFd9SmmKqVVqqFCPV39SKTwtvRdeG7bQwtPhQpZM8KIKakIhht2VWCXXPpeOB0C0TFbJabMJK7hhDr07IT/Zn5zckL5UBD6/r6dpXxOO3nE6g1aL/jtIwbJC1YOLCJ4rmqIFNzctZU8TYN7mbl5IvKBzLXxZ/FQCJgSFUnmVYCKlCQScVCVownwcgqBBqn52rtcsJ2wouL1U/D9IQMxqA1XGSUymp7HeGI4apouL7EzCejdl9w6lESWnIsvsoXxXHQ+BdnFM99gj+N4LwGEWF7j0ZW/j0O/+c9qNkzx4NHGewGdvv5U3/8BP8If/9Hu57Pt/lmtufBl6z4c42gy57qWv4vhjjzA693IGyxfzrW/8Rn71H38f3/RjL+TwkXv5kw9/isGpz7HO+Tz3e7+P4we/xLkXnsfSO3+IGUofnAWcXUG497bbuPXXf4lL985o9gzYtbhIHi0yWJ7hTctGU9rTHujgH73vZ+mmU+JkRjdZ5Zp9u3jX236Y0DQsxsiojUz6jtW1js5hfdrj5nh0VoZjTq9PGLWFG2ljg4qQLNOGsNkFOJ+Fk81p6iiLeT+De+0VsESOpQqI7qRUegp0TnT5k3DN/Q+M+MgnlrnvgSEveN4qL7npOG1TmqkAGhWyNoTUg0PbBk6d6Pi2b/oWLrjwXJqm4S23PIR5wH0Hw3YvEgLjdgELhsYhTV2rmcCCCn1f1FjusLwwJLlz371f4CO//2Ge84LruOraGwt/JJEsCbFCwEWciy++jgN/75oy8sK98E1mZRBWVU7iJdH4N3f/PH/zwreyJAMeOnaU2fYFIjDKwrfd+OMc6xKX3fxGHvyjd7PQns3H3vdfuPIN385dt93G4clxbnzj27GFXRx67DFuftdPMAvCsRR4xiveWjuMnT4EosG6gohhTWQQgIWISamkZhbxodOcdzbb835uuPIqLGfWyZzUPSxb4vKrrmXJ1jm9tBcLgrTQdi2T2ZTV48dYWp+x69xzOLx6jP0aWRpPCLEluNBpy6COC5lLR7OlMqLDC3Y/n1E1Z5tSrhAKXjJ26lcV3Lwkfj4f6FCSBsdAQ5V31uetVhPB4lR6y+RcmgJDEHJKiLZ1/IaSFRopVeXc+boXdY3VfhSDTRh6koogxSjVSQlWgmffnM/zdOxrwtH3fY9aj9OgUqRLRbIUgEzyQNvMy+mmkK1StRSbeBiFRJParFNJQLwMJiutOBU0CBQ9cS91LEKpA9zL+ZSIBwUvZEcUL1MUtTgOESVlUC24Ys7lOjrryTnTdR13H3yIyWSD0Ix5wYHLuf3Tf8qFF1xc4AcJmG/gRMQMrAcSEpaI4xXu/uQfcOlVz2ddG9abMUu79mP7nstd/+EfwL4L8dxx9nCDWSfoDsEnM/rBkOV9z0AkcdGBi3nvj/59nvvsl7O+czt5xx7O35c4Nhjw0Z/9v3j19/8gv/UTv8aL/um/Zkpi/fEpH/ylH+LZ//Bf8fh3fZDPPut23vTMd/Hwrc6O517Jq37wX7E6HCJm7OrWOHHsKJ/70y9z9L++j+uet4+FHSukEBm2I3wwRkY9YbbMJ1fX8JwRjZvvadRGRiuR9dSzMUlszDK7FwasbnQUvDwyqNCKUzadm23inzmXrCkGpffMZKL89geX+OStA/buSdzy6lWecYGXYB8CPX3pjJaKi2bw1NO2pbX8wDOmnH/BBuZ1pIKVzA1KE8xQAyaJ1AQGIvhgxDP3HODaZ19JCFIyNS3HDiEQNGKqxFCc7ZHHH+a33/ObPOeF13LZlTeAF6xV6sgAk6LuuPiSa7n0kqtJlTOIIsQo0JfuWJ1XsVKFxfV5/s6R3weE15/1SlxSTYrKsK93XvydRfOtRtg5JmI0ntnYWOMxywy7I7C0k26t4epvfzPrpzqaceal7/oJchMxhHULhF1n0YswYMZQNnj0C5/kT/7wj/B+lYsuexZL25axhW0VPnVkskFYWi5igFNrpG4VnUw4ePAQp3TADa99IyvLZ3Hat3H+S99ayXnjF9/9L/j6t76ZLhdeK8kMUWV5x152Lo+YdRssjZbIdc91aQbSELTIpkMIaJ3dJKFyIC5kURpKQlmK8zI3qXT3Fm1MydxrLadFzoh3xR956cMIUaoqUCFr7fMpKhoVpcvFGQcpjXA5WXXKHfMhhW1QRItqChFCJc/bUPpIkhbkIcZI3/c0ofg7ywrWk7MRvOD0M5nn+n+5fU04+pyMEyfX2bZ9iVjL80KcloambFazlpZ5EidStPFmTw6tgkqyQun01NLAkHMu2nf3QmjYk+V+I4UbCCHgyWtTVW2smU+iJJRwb4Ck2pAipFQi6jwSJzNySqSUmJ5eJSXn/H37eOLwIUYLLWefv5Ou61lox6h3bKSeoEXnMfCe3maoRmZH7yuQhMPuXXtYTR0HWeScsXDx7kVyUNYHmdv/+OPEsIfw+MOcOu8AR++/nctdebRt6KYnmADPu/rZHJ30jMbn8pl/9vd47Q/+NGEAF+7Zw6mPvZedN72BhWddzelPJWY58NDOX6V5eMoTL/40/OCNfPafvYObX/jjZCKf+Nl/yPBv/zir4zHhivN5y5V/n5csbuP8jZ7jXzA+/fhnmJ53mpN7i5M4OyWOn/g4oT9N3x/H0iqW1knpFJY3sDo07fBjLRoWMVlgOl3iD247h8NP7OWlN4255qoxyBiTFrQts3bOyGSGw8ybXnea1918vLw31TrnRglueFD6OpZic8haVWfFGJjlVHBTKaqHgqHKpjKijc6EIWOd0bYDbnr9N/OaV92IVmjgS1/4LH/yqU/ylm96LTu3X4HrjECD1dRx/74L+K7v/b6yzjGszzRtQ7aOtm1LplYm2RXizkNRBmnp2ZiPtZ2kKT/3wC/zdy/+m+XAoiDG6896RXWwCRHdnGo6/4i70CEFyuinTDHWTp/Ebcj7f/HHedXb/ymfOXaKcx1sZRGfBDrpyQh7+lVu/+hv4/ffyxXPv4GwezfaLrD7GZfwmr9xMTPvsDgitGOyCTM3FtXo6lykVmB6rhJzQj2x/QVDwmzGrO+YPP4wPvsS6489xPrGBlEjr3z9q8jmdP0a1q+Tpxu0qgwWFzly8DCLi4usn3qI8WWXkwRS36MEpClZewhliFrx1UqQipd71abXin7emxMqgjAfeEjth8GV7Kn4lzlsZoUzzN7jfQNaKjxPpfo3qxCgSfERaT4csCASKoIF3Qw8gaIxNEqAEi+cUDuAnMv67dvILPVFXBagT/2mSjABca4dfxr2NeHoReGRg4dxEfbs2FbwUigSKJUSobVERJ2rcJhLnQJR2JzZUcj1+YR3I+fCrJedJyAQgtfZHk9eg/fUTto5iOdnRPNUFk8IpFxkk4U/z1UmJ0XG6U+OIM0iOA37l3dwx133celFlzBZW0dTYNw2SLdBG8vGTD5jlrVMUQyB8/Zuo8cZOixeeCWTQ0e45jXfyN3//jaWj9zOWDJBLuC8F9/E5LGLOPGp97Bt/zsZ7DyAzWbM2pZzztvGIEE8+3xCP+HYsWPc8mM/x62/8z52veQbUZmx66Y30rnT55bR5W9iT3+U/Te+hONf/DJHPvCLnHvNjQwveT6HDj3M9MJdLD78KCkbO7ft4erb/yPLXMHjoy+y/SZnQx/majoayXg3YWN9gfW8wJ13/Cbn7LuQuzciv/HEdlaWb+LNZyfOQvjkB0acfCJw6XOG7L9CiCGy4C3feNmIJkRicuKJNZqNKTrdILeBbjxktjxgVtdHgXTmI2LljMaUMt5CgxJCQpKUyZmSCVqcdNlkEc9WOyQByoa944tf4Iuf+1OW9zT0R4GBcOX1r+NNb7wJ1dFmhXLtc27g+mffiAbHshF0gInRhkBOTkJqctHjBhojQbysPTuN5jVSOknIp8j9CX7h0Q/ymp3XsItV3FexNKnkfuC7BwtMD/0UIktIXEDjChJ3I2EFbbajcRFkCF7n5dh8fkuPdFPcyrDcyZFHGV8R2LnzAiR23PJ9/5LkiT0+47+9/+fZMezYffl1yJ4DfOcrX08bWzQ2wJRszgP/eED3PQ+xqMucfOgurr7yubznvf+GY4ce423f/WP8yr//CW548ddz6O7/xuzEBs967Vv58G/8W57/Dd/L2uIykYI/a97B8vYdDDyXUQx9x2x2EulW8elpbO0EMbQknKXdu4hdYhQovFw2aEp2bmbk2rOg8wZKqb/PIAuh0TK80J+caL85yK5W9FAULZvSRoqoQFHQTE7UxrxQpmJuOtmIWVcmzJrUAYhlfEbOZdaWmROCEFUIIRJDGb+Sqwy0kIVl+qyYVw5J0BAY1sGDuVdmqczTSX0JxGZnOLC/xL4mHP1s1rO6doI771gjXnEp27ctFEcbqradEu2K9pV5BwxaJ0g64LkMHXuyT7WUt04ZS9zESLL5LwLIpTlGFSQT3ctsjZr1i5eXi9V5OF4GGZmXCd5KmcHtUs/hXjS0Bm5l5kwMgWeedYDDjz7KxRddwPLKCp/7/O1cc9VVtKdbmj4UiEkNktA5ROlQMnGhdGGuoezeu5t7P/p7nHXgmVz7136EB371b9ECi/E0yRLt2Wdz5Ohh9k7WeKwX/IufZuX6lyEv/x4+/wNfz6mx87If/lVWnvcGTkymnHrwbvZIpt15DSkLuweZVcvsf+FL+MA/+jpu+ZH/yifTjHMveRbnpsQFt3wrv/6PvoMb/skvc3T/FTw/OycdPvTZL3Dh3/vfWPTX8ms/+w/Y8TfezckP/HvGr3wbow//CEsXPZtpO2X78WP8/ee+je2zg9xy/iojm7B98RBH7B5W3rLCDjmfFS6A7gLWZg2TWeThg5EjB50nVjs+aafx3eu8bHEXB2g4+uCUuz8Tufvzx9lz0Qn2XGCcc/4S+w8ssf/CFeLQaNAyO52i0JpW0hOMOz7/BT5/26183Wtv4Pxzr2OcMuNpYqFLaEpMQs96mHLNRYtc/oyr+eBv/inPuiiyZ99OrrjsPiYP/d9IHKFhBW+2M2hWsGYPOtpD26xgYYh4g1mBD4J5mUWukbaO5PjosU/TW+KV+16C+w7Uz0FQIsL37HlDIdoozSDuCbOAI8wkM9NMp0aWTC9GcCG4MpDAwBpaK7OhSqKUgIz5hKhrND4jN6vsuOJBXrTjp3jzWx9kNH0nf5gXSLMlRrnlzS8PrB95gNg/yKO/8UoOXvNJFleOs+/si/nMJz7O1dc+l7UX3Ud7jzAY7MKPH+WhOz/E/md+GTlxIZfv3Ebb97zn//0Fti0ZTeNse/wwS9E4GSJap6WKdfhsnT5Nkf40pB6ma6S8Rr++RjdZxddXaeNextsvZ+3YXaxurKKhdHUnKyOWG6g7PuOmmARSgMa9Ch0Mt56gdRYOXid+luxwPpp7PkLjyV9Gk4kx0KVc+I9Qq0UMtzIWW+r+1xiwJGU0eUpYlkqml2pAKVDcoGko9USBikKog5UrdIxJGaBXdJ/klBi0SiMRIjQ5IrRMuunmWIWna18Tjj4EZXHY8sUvPcCoWeD6511eVDh53kQSinqlpuCelShG+eUSNappYcwt59LmrF7ljwChsO9WCCS1mvF4+YUMRXJXfhmJeZHGuddzISULpGC1alJmbHsdiOSOiG2SYxKKzDK7sX/3Du69+xSL42Vyzlx26ZU0GtgWBzWIFbgHDFIp4XOtJEjKMAiD8U76xx8kBePk8oieJdxg5U3/O2Jl5v35b/8nTFGu/JYfqsEjseuy6zn/J3+NlJVJo+x70es4vDplz6vfwZ33PszG0iXc/i9+lBfc9CyWXngLSRtycwnTdoFtBy5ntvNi/vjX/iNXf/13sH2Q2BDjhbe8gbOHE9ZshLEHzYl1hFsPDflr/ToHXvxaHjV44O7DXPqMhITIbGUHQx9wxeBAnTVTflHJWZawYVEXDGJgI86QxUTKibBPuPoK4Yl8lBe3n2cmj/B7d93Hpx/vuOiqS3j2a67g2mZKODVj1/p2lmjoo/Jrh05z6+EnWLrzbr7/rS+gSefwsfc5hx8cct41gbOe2THUF3DZRS/i/s8OOHRPZHFnYNsuZ7QkxFFPSlNWj69y5N5jHH1kwCf/4KVkH/Dy1z+Hwa497Lt0TLtjgEXopXRBNyhjDQyJtJ0xXp8wXpsRp1N++OR7+YF938hscYU0ErK2vGjPcwi0xTlpUW+RyyhfyYKIlTnt/526N4/Sq6rzvT9773OeuZ6a51SlqjJQZA4kgQCBEEEEVFDACduhtUXb7mu3Q2trDy/t23bfHkW92uKM3aitTK3IPAsEQhIImcdKpeZ5eqZzzt77/rFPJb5/vLe9a713vfZZK6tCqBRF1VN7+P6+3883kvHBBYTQJCXMJY5TlZmmmDhNh67HjJ0mmBjnZVOmlOmly7bQHBSRwTQmmsFE88zMT9AlFBVSREEWf66BJ+4bItHYi55vRo0VSF14ink7RSLRzr9+/QgXbFxDtuk4z/98mHx1ms/+2W388vnX+K7Zzfsu/DC/2nMX47VnaJ9aAvtKrN3yYbZ8eCv9fceYL5VZ01VFftl66lq6OfniPfRe/XtYmSCylnIYYqIiMizihQVKQQkVFoh0ERMUICwiy0XK5RCvymdqMkDYDDKdoFIsI4xzuqE9rBJoFMq4dLwUBrQkiCI3h3F+OGyM21icm2JduM7d5Jzd0eGbBdYYPKEItStpwRATm2Kb+6INOw44qVgmjsIK1iqEpxFWuTyHJ0goRTLhBrtKSYyOzhb6eLj5lY7he8K4/goJ+EoSOuft2ZuGEoLqdMrRYsP/Yhq9pyRRVKGnp5s167oxgUV4wmn0xG6YuCnGDVJgUYaphC45K6XEUwl8z5UjaBuXDBiL8ly5AcLJMG73dGjXRTa1sE77XQycWGQcdLAonPYXTwHi8EWEIQaXnX1cChOgraqZMKzQ3dXJ9Mw42XSKTDZPKSiT8FPutuiOemjpbibRouc2l8YTRSpRDTNBAOl2ChPT5GrraP/AHRSEIpnNOWSv1hjhUdKGhDIuTm0UQhiKkcD3BSa0hL6HX5VDZSXtbTUke3pY+bYbScYno8jCDV/8BhUrOPLLX3DpJ7fhj/YRSairgjyafPf5/OqFB6m75HrKzefzp/X/wvHyCt78pStZOPaPdJ2/horRLLyljvbu4yQ9QVIYovLXYs0bAgtDhYBTwwsMnymwMB/hiQSdzS001jVSX1VLLlWFTzWikMFOrEKMnE/zv/extSNFe24JouKDUKi0QuUFskaRycGt9ZZblzSjLxTY2j3Mc4zW97UwOrmPF6dOUlXJsrX7ClbWLCXIzDIuhnhmPODERI4NhQbeVJMiHc2TSZUxStC9JUu2YQVvuWkbJJLOJOD0ApRxLU0JofjJmV+wuWENTbmlhMIwEvgMD2eYmAjYmLyZ4TVD2NwrqFITpGpIBm2YhQNEc/s4rI8xmF9JJbONjrkuUoMweGKaiYFZZkdnMFFAY2uGho4sy1Y10tzZS1VR0FK8AD11kr7iAKMYltpW6hMXkKntjQeMLiJSDgxP3rmTpqsWKAmLlmnKNfDIj37IWz/7bjpXnI+1kpHTg0yrwzw88zxLb/8El7Veyot3/hPZ5U3kKpbdO5/nE5/4Mx685xtsu2EbR+95kNzpOuYWDI05j6uueBMVofiLf/gE2boWkmnLrdfdzJyGgVd+xoVdyzldChiplBE2QtmISlTBhiVEWCCKStiwgqkEBAtlbOQGshUtEDKBVHl8bxyBR7xUOxCeEUhtMEKdzdYvzvGMdbf5RUk1MJZEPMNbzGjIRRZNrP/GJBYiG9u9BVgpzq0LOkZkxIu8iMNLGBvTP0VcYGJJpxQp5cWsKA8p3AHQdSE4VcFYjdUG6TlrZWisw3LYxcOqIAgtnh8fAONZju9oeL/5Gvu/tyT/n3nCSDNbgNp8yl2xpY6v3dIR+ISOC0Lc6SeMnNYoldskhPCcZzgeqmjrmBRGW6RnCSPtpuTy1zgn0sk7wjoEqondk17s8XZpconV4iy3xNrQ7azKaX9Ow3OPcb42ZwsEfC9JGBjSacv8eIGgXCYhBUPDY/Qs68Qs1r8ZZ/EKjdvApOejMi0UB44gujdiE420veePSAtBmQCRSlCO7VZYSAlHn8x6FmsqUI7wdRmFxU8kqOCjsOjId7505YGRWBmSFQkKxpJJQMIKRlB4wCWf/TvKgeb82/6a5MIMU2vfSePRXTQs6eapRx+ia/X1vHPNB3nhjjnkTBNV0wo92MLJN6xloFMxHqykPLWLihQIY/jH629E2RoQGl8Llicjeholujfiicee50TfXrZeezOpZDO+H5e2CEGuSRAtdT+kzde0xQ1G7vsYmUWGvvuht+acXhtGK5mabqGvPMhQuR/f1LAhfzlN1JMup+jrH+XwydOcPjPM0NgEiYTHwjKfyTcbVnddSNmvkLx8Bn+mA39rK/fO/py5sRIjCxP8yfJ3cnT4KQrlQxwLWujpWc2yzhQmmOKhH+cYejXHeZs8LnyzZF0ihdFNlOckwXgaUymjUlDJjTJaGmC6NEUy0cOW8kZqR9oQ0yF61HDefBpUApOpg4qFORAnFXJaIg9UKNdJyjUJiolVzM+t4ujzM0RVAfUtOTrO86m9pJr+M4M88+1vsuYjb+Gldw2wpGzRs6McDk8RHQ04f1Mnp//jLgaVYflNn6E10c6qmUbsQ3OsuHgjIw+cZBPbWdNiSDe080pVGdWynBWrPseDXz9BMN1OuqaffL4VY4ZZKJW58+t/QmdPGx/7w9v5xlc/Q0lrstpSne8lo5JUSc2gcIcKT7umLoxDC5gwwoaaULtTeYQhtD5GG4YP76Z9w0oCU4v1Rx2+17oksY6l1MUwnDFxzaZy8zbXX+F88fGI/RwEUZ5z4pjIDbcXf56VdHhqK2ISaASLlFz3r87121ocSdWtK6B8iRIypmdKF8rS4TldX9gYrujsoELFGBbjKjql8hEidhRKJ0/pCALtClA85Qpo1K+hSf6z57dioY+0RvqKYlShUqmgSGGkxfPdYmbOpk81IvLwk+5/UAqP0LoeRTd8dQ4cX7peRUhgbYQQXuyhBjeCNyBUvGM7J4Y2CqXCmJOmQMelBNLgWeW+8HiERK6MgnPOj8UBrKsbdAhRREg6XYMOS1Tl0igU/cMTdLS2oZVPGkkoLRVjkEYicS98LQXZ5kbG9t5FPt9KIt/gNLuohCjNIQsLiPIMUyf3MXn8IHJqgGxtDSLto9I1pNNZvNoWsukcmZpqUtaHSsB8UKIcasqFBQozowwM9DE7O8PyS66nc90Wkq3dJDM1LAiPUFgqwuL7itlkHb3X3ECJiJFQU6rpIJp5mnDLdr501we54O/vIysLHLn/PnpvGiHwp6nxJtBTz+BpS+nnzfzZj59j2y1rqRbt1IoW6vw2crqOVDLLtddfidbb0JFF+uIcdjiEcFwQHfLQRxTRGQEVgWwxiK4Qb6XF7zaInCESlogFdPYMKjtJSY1SX2knsZDngtJqdElT0AFBxeLlNF0NGVa3nWK+PMz+VA6RWEXeX01rJc3omYB/G/slNze8gaxIs7S2lu7qdRRyBUaCSV4pjVCuraWhqpHLirXMzx+mMh6Rzl7I5Ze3MrflDAem9nPviTmCcoIDzw9zknpCz6N7fo5WHdIgQMoCVSsVmaURI31PIY48gtBJKl6KGT/HpE0zUZVhobmGoKYZv64eaRJcdn0r3ZP9vHhsBKyhOlskdckwW/IXkUp77LMv8dhLh7m6ZQf7Wk7zjvIQjcUSOjJMhDk2p24i/cY2eruTvP7sk4wdGUf+/E6qxSjz8wFNjRnaDx5hvKWHPbP76H3DF/jZL+5hf1/AwGgJr1JNz7ZDrFNJhh4TvO2W3+Huu/+Jr//Lp+nqvZKpk8+6jInnNOrv3Pk1Vq5ZTzEKmSyXCcIyibh9TRone4ZhBaMdysJqTWQhCAUm1HjKZ3boKOetOZ9pVQuVsTjf4hKtfizJythZY6XLWUhcfaKJF3NpQVmJUe4wqOSiJdsx5p1bL/baWzBEbi2wrqVukWnlSZys0cQAACAASURBVIdriSJNwnM8LilknODXILTr7pUKT7pbgtFuDfOMOCsXLXr6F2tDjbEo321SUliU5yFiG6mWLqSJcmqCts54/mtL0H/6iP9Hecf/T09LS7v9+G1/RISgoTbHimUdcTemS71KL+5PFXE5uDGuOEMIMG5QKpQbvEXCXe5coXYcc8ZpakK4QNViBRpxks39kjEbJ8Is7ryxf9YK67ojMfHQNYYPGeHCOlYTLjq5rKMwjo1PYowhk01z4tgZGhuryObqqM6nENby8/EjFCKIgtAl6oISRgg0EuV7lMuGyuQQpYlR0Bo8SeQlSClJpJIooZGJPKgUMp2BdJZkohpjKixpXkF7NkOTJ0h7aYRyJ4tCFDJTCZkxIdNhhenSPMVKEa0DglKALcxQGR9m//33s+69t9G25Q2UU9UEIoXBElnwrUTqCuKB+5iZ6SO/fRt9Tz3LZe//b5RHjjHQugnPlMi+8lWixm6Yn8UcfZmvfOoOpFkscLdU5BheeoyFxADjZoZkuQMT1tFU7iadSGGtu+lUjI259gaiMsXSK5Rmd3FQLpDOrCdVfQkrwrzjmsSnKg+LEZJCaBksQf88jAaCsTIsaENWnqC/spsNuRlWpnspyfPJZDQi2Uc5eQodFlEDaVJH6kn115IfaqVOdJDqSmLbA/wNEZmWKkoLUClpysUIoy1+WpJKezQ0pMlknUZrBBTKFUJdoqL2EEUTmNlN6NluTNGjVJBM6QxzBcHgwDCTYyXqlGFuNg1GkfIDyiODNDRX07tmBSdkgcTCAPmRvSSnn0bUFEmu6qF67TKKuTwngzRkKqQKGU48f4ZX9u5jaGGWbNqnu62Dxou3s7OgqWWcDXMHuGFtkubEPjL1M5zJzxK9CM/tTHEyv5mxM/Dnf/4F/P63MtNwN3f+05f5vU9+nudfeJwrLr2CstXkUi6UFAQl7tu5k66WFn70lb/h/OUNvPe2f2AqMAzNOrRJqaRZUOOEVCAMMOVZRGWaIFjABCFEFcKFAkEYYcKAINB4fju51q1MHNhDurmBtkyJnoY2Uuk0Cd8nlXS3VN/38eNeXRW/9WPekIq1dykcffTXg1M2Dlh5wnFznDPn3ElZs6jhL9YynoMYOvBiTEldDOFhSPgKz/NIeB7KGiLhEMruJL/YxXCuP8MYV+1JjN4GUDHGQ8tFN198AFq8dQhnE27rXbfbWrvpP1tjfysW+obGRnvbxz6BFh5KWy5Ys4pMzsdXColCeuckl8Vk5GK1HJJzuy2CwLpyPESsrkt7lmAJuLsVbie3i980a+NEoZsHaIvbdS1ngw5nJQJcM7u12hVTRxHn+iRxVXDWsjA/y9DwOA111cwtFPD9JI0NNe4yIQVPTRxlJOaUBmEJGUZYadAIhEhgExk8z6cUGojAyMB1f9oIUSxjjCDyfTyhEL5jlJ/++Z0YG1AyPrf98de4658/x+xcP2+/+Q/ZsuVqQFColFAJn/myZjBYYKASuMGO9JFWMP7gU6RqNPKC1SzMBDB6ikCXqMn7bLniErSYYaGQZd80DIwtQ83XkihJUhWJOdZHNt9KfSJHenAfuUwbomTxKmWWN2fBnGI8a6lt6KY5m6Uqr0hmNYkqjZcJkckI40XU1aVpb8wRBppSGFAKLKVygYnCSfqndlIoT5Kig3pvMzJqoFJx24eXlKRSkM5JEinJQHmER0ef55bm6135uHHX7vp8Dm0gCiJCbYiiCBu5PAPGYjXIyKKtpDpTjSLh/O3GooxPViWgEmG1gsBQKM0yOzPM3OwYySAHDQ2Et6yn+FjI4OE+tiWamJL7+VX5DjoPW/JTNVTbK8h3XkY62YKIYGZ6lsMHDtPdu5KRzDiVy+fJtAS071Q0HgblJYmmOrFV1UzZBKfLBSZUmWXJWZqqa0mmMpSE5sXpMebFPPlKP+XpgKrzklSaNebMDO17YKwjR6WhxFQpoLazjopfQlcZvJyAjKJAkvmiJlJlCnNjzBYWqCwksUE9C9NVVGoOUSklmAsvQ7dlqN68l4aDY3zwTTtY9bX1HH3vq/ziF/8DY+CDv/sldo94TA7PU9eaI5d2stxrAzMkKJFOHaEyN4wparQoYaKAciVA6RCDZmx4jGTmfKqzG2lfUcvw4BA96RJNjU2kvBQJz8fzFUnfRymF5yl86SE8x4dxdkaFQiL9mBck3WwO7ar4jHbSj42Lv7XWSP9cd6604hyTHneIllYTGtc6Z2NEQdLz8RMOquYpgS8dbVLE+GS5eOhc1OWFcPmHeINwNwLHf4osKBEv+nGWR8fvq4SHtkE8NIae9Rt/o4X+t0K68ZVPWCih/ASNdfUIEWC1dIPNmE3vkq5yUVHDWKe5LUabQ4xLHeKGZNbKOA2rzwWobKypS9cUq6Ur8XEbhsFqgSFy03ntgQyxgO95aCwmCs+2ygjrCiucR9pZMJO+OHuTSPg+ftJF142xVNfm4xcV7uhfNrEfNyIlBZFnMFEY20eTICSBFfiEhNLG7UMK3yYoppOgHdlQeRlI+NT6kgEZ0r31nRx74X4WZsYolKA+k2f3S/fz6IPf5Qt/eRdfv+OjfOaz3+P0qROUlu0nNw3ZxhbSCVAqoum9dZRsGWtP0tIWYla7a3VEifH5b9Or++goJ2jwephYXcdMMkQR4NsIf3yGbKqTbKGRZKEOz/QRqXkq6SHmq8fQmTGSOiCYsRwqzVHJReTyjVSlm5AkXNbBeuTIkJ5OofDdVda6Ext5SXW6nrxpxsMD249nBkmQ4N4zR7m8aQnVyTak8gm1otqH93RsR+sinoRiUZNO+I6HIpzDyYgFSv4IBYaZHxgjpVrxTQ3VzUtBSEy1ARGiixPMvfoi80dfZcYPUedtILP5KmRdLaPzD1Eu3MX1tV2YYJQTR7MceKwGb9kSdjcrnprzqVpoobH+Ro5uKvBstItLW5/nXfVVDE0XGJ6u56v776F/S5auhkGurS1yUXsndVXn4Z2fZLxYYNfBvew++ABLGlfQ23YZk6MpBs9o7h2YZXpuP1VDgpVr91Hx5yjM5sk1NNG0rpa9aoTqOsnaDUt5pvNVEulJdj31FK1X38JgqLhsuJO6jaMcWzOKGIlI5zewYekK6vdWGD85Tsf2an5y748ZHzzFG1bdwODUAlfdtoXvffWv+MJtX2VqOsmTBx7hxN4BHmp+mCvLW9xcDcO3f3aQzvOX0dScYfexcSqVeZJBSP+uI+TPa2PrZZcyZ+aYW3gJz56kVC7HsouzR/pCMVWJGHv1acLCOlRLDWnfIKyK8ysQaoOncKwZ60Bmae2cc5FwC6eRFmli47U1GB1z/OMuaRv/eWAtvordebHDz4AD6BlJEJUgUvg+eMp35UMJQVq6YnZfRe40L+MTvvJizIrrpzZao4TDs9gYUkfs5w8i5/o7B8oWCDRGR4tSAcY4R52zgHsg/otBzYQULFu6BD+VIZ12A1mj467HRZYEuEXferhiY8eIXtSpfM7x6IVwjfDGVlyE3NcuuizjZJxx5RUikERejBGN07LEA2ArA7RVeAi0rTjgEXGazUYx1tSZ+pVyoC4rFMJzA0PPSzA3Nk15vkzrknb3IsQSaE3a8ykXQ6IqH209PCIiNxHCVz7l8jwnHr8faerYsHkbwpY5duBlJqYH6N58BV77amwmTSKZJuOnqE1laJUer5Y0I4cP0bP6rbz07K9I1NQzNTHMJz/yPb7xjT8BXcTqEM8a7rvva7z3nR/iB/f8PUu6NnLDtR/g69/4OL/7yR9xx/91K0uvuJoLt72LUlCiZAxROEYxOsjhIE1J1jEddTN3yPDqzt1c+dE/Z07kiBKGZKgJTZGXv/fXXPzOywhNiWDSsoX1TA7NM7Uwz0KhjGcU9dkqatM5SskqciZNlhQN6SpWL+2kuTbnbmZxy1CI5cnBXUxWZrmiYSVT4RBjE8cpDRWpVu3cXLWZxuxSlFSExqJtSDg9xOzrL7Fw4EUSnKS6t5nGzatJ1a9h0LuYiUQbU8UpBm2O2sbL6W6aIzc5BRZ26xd5Te+mq7SFyPqI2SxV3ipk60YyrR5T+SFGdj7L9PF50mEdmar38xdRGwuZGg7Wj5JVM6w9NMnFbTnq27qZ0pZv7b6H1mKaRNlgxQYemJ0mMC9iBVzRC9rME0YBAybi1b4zDIh/Iz+nac8tI5ibRjdWGG5LMyr+Hb/Nx8/7dG5ZoLpmFGFSTM0lWJ5ZQUqkSMsEheEBqruyFPLVzD1wD8uzrbx6cpQtK1bTMjbFVmk4ueQE+3zDdBhRnatlxdgs6773ZYpzQ+xtuYrA7+ZNV1/BD+//IabhdQ5dELF//yM0tVbx0b/9CD22lUymlgHVTX3XZh56oUTnxX9Fddry6oFhTp0cYfn2paxaUsszz43StaKGdPVS2pYt49RMwOamNInmHYwU38Cpg7vwS88jFGgbUghDquslmY5WwlKJTCmDn3duGg8XdPOTibMeeqs1npLoeIKmtMBIB7PDc1RT5TnZxSqXhgbOJt19pWJThnbF83C2LF5hSXkJSLh0q4qLXpwUFJJQCk8mndwspaNRYjFRhFFuc4kMBNa1sXmczWnF670FKRw4LYoIrXCbjvQItY57G+IAngHlgxTJ33iN/a1Y6H3fO6u5eco6VrmJMCLpMKtEDvCkIxdcwLXwyNhkLIRAWzc1VzHrw6p4wGIMRqt4wKJjlg4xdtw6oBigpOfwt1oipNsxFQ5GJYQX44ShEplYk3NOD6XA9xNI5erITOQ2gTAMaVjSjO/5jAyP0tHZAtYwOjpEV0cXSjqkqdYhFWMQMQ6gPDfN4Wdf4r0f/BR3fetLHNv7EwwWT9VSlZRMvP4sozufYe2HbiebSFOdztOW9FniKUwqx5nX93Lbhz8HQvDTH36Tgcoxyt/5BjsaIhb+8QdcL1opTEwzPTnP44/fQ3neY/r4q3Q0NeJpj2MvPU5t3nLwsedZlvV59Vcv03nBJby280l23Hobj/1yLyve+T7UZB8tG1az7bwLKQ+9zsKRg+iaJqo3XkMxnWTb9b+Dn58lihpoKFdx07JupkvDjJw6jlR1NHgZunsq1DYM4MuTaJNhPmhndLiNH/zk22wZtoyMjHK0Usds4waOj1VTXEhQXZVn//p5sj0rWL/9Mtq7NPWlMlnlfMkjQYGfFc6gs1Vs23IRcmkrJza3MK5nqehJCrKfC2crbEt6TB8fouxN0NJaprU8R1Uxx65jdZwYqeLERI6hhtX01R3jkvQsl3VmaN5axcnxMW4/802COyf56498lkuu24rWEQ35Ku48/ChPP/9TXnjrF4nKIYWJWRZGZgmOFGibKfJP0S0U8xbV4ZMoJKmfWcZ0NuLwkn28WHeSVNmjd2YL65vrqZd1eJ4XNxpFaA1BqUzfwi6ebCnyWr6Z0aN7WNOnqetfRphajp7SLFu+lAs6mwkmAibL07z60z4aJwa5+PQsz65PkX/Tmzj2yh7KuZCXdj2Kd1k3udaLWTdiyIRVZPL17P+9T1BvInbUVFEJIuYrC9xy6x9zcvo0m0vzdC7bxIqNH6Bsk3zr3iNcfGUnp89M0arKnHd5AxNBxHOPv8InPryFvf2S1wcrLMxMs3JLN7ooSHRDMQpoS1RxOrDMTVU48avXqFvSipfeiq68jCJBLt9KSvrYbInS7AQJT+ItbSLh+SAViUQCgcBXHkpJPM/JNMIKfOFmfCpOyYKIZVWHPtDYuAwEPMTZxdmTAvAc18bGTU8iQknXQ+wpH+VZPBE3WwFSugVXKQVxw11kDTK2LesAgshxsMBxkSqx3AyuVQor8AVE8Qbjiu1NbOmNk7xS4UuDkD5J5fG/Ybr57VjoXQFuAqSPkMpRPz3nBTe2DMZHClf2C85Wh3HoTxHbtZTSoN2OiLDObmncTmmJm4eMk1GIIWdukOoqAiMdxkRDEUtAUXwrcNhSEftvpYytWloj1CIbx6IjF7GWOBuUNhE6hPnpCdo7O/GA4dFR8tW1aGNISYUwLrmYRhNgkUT0v/gqN9/0bh7+6R1cuGk7J/tO0nv+xTS3L+WZB76MliFNaXjtR3ew/UN/ji+k66AVkXuBe4aM76O15cYbb+IrdzzH1+depjKl+cLn/5n7v/RB/lvWI9+8jFf3vUjFbySTMjz06E+cX5gEOoQv/s3XGXngU1yxIcPYU0XeUd3JY98+gl9ZzdGf7Scx9hhbPnEelVSGjnQ9G1IpmvY+TPDST+irrmO/l6au+W0QlSmZCGlrWZlZwfJ1VzDvefzD/m9zY9sHacGntlSiWKgQYmnryfCXG96HRROEmqlyibtmTnBm7gjbG7rZuPQSVoeC+vkCpajCYLmPH515kMJQiq7qzbRkZthxIslcf0BFPcNErWa/qiEICqxtTrN9zXJm52f47iPfY+B4xNtuvIRM1Sy1hTp8XzK/5FH66vfx6fx7+Y/7nuTd299FTXUtnpIklOCnx3dxU7iDj/63DxENeIy9MMWBdXt5OjqG0RGNqp49p19g0/Ir8NIexx++D9Xdwcmbe3nRjjEQLVA/aWgc0xSGd5FaGKetkGf1srfSRp7hk0/z8E/+B28c83h5wxsItvSwvL6OlVX15FIplkZbueJXE7ztpWdZM3WCwrtvpXBBr4vVzwsSjwsG7isTrDM0XJwkaJrlJFmeOdTFbW/7GA9+8c+QackbPvhHnB45xarzryKaAmnLmKBIOGMZiMrMeSn01DBTxXlKxQna6tawsvUCgorg/sdOsuqGFK8NzLBqXQ21gSbbmCZb38B0MWR+dIbtV2+kb7DE9ILi59/6N975rrdwom+etb3VTI4K+nbt5+j4IFvesp0Xdx5k+ZoupOdTnPZR8hpIBCSyp5HJgGDuDEFRU/ROo2hzs7u4lk9IFXcTOPS4EPrXrJVgHKwmtmjbs4c0ISC0+uwcTsZaPTjEGYup07jExLJIPS2RiHV+pRS+r0jGs74wDF0toY0LiLQljCJCw9lFfhGuuOjBh7i83LqZj7Ru81l8fw/HO1K+f5bVJIXGSI2Q/m+8xv52LPQiLqSW1tmTjAcatHKtLA6DEGGtxBjfNbpID6Sr2TqXVFtEx1swIQI/rsJwvlUtHE9CWQUqwmoZl5BHWFzjkLRiMQ2NNi7IhBYozxLqACGFa5U5q807mqXblFyKVkgQSiGlpbm1AwEMj44hpE9ddS1auNMEEoiIB8gJCoOnufa6j/HsI1/l0jd/GFGcpbG5ixceu59np0fpWbeF6bF9YC1NeoxoYgDdtoIAixJpbCTJVKWIoogwqJDNZEkpw5at7+P11x5FySTjwyGv7dvLsvXrkJUD5OpXkS8OoHe9wK1UU73rXoKgQm7kJCtuuZN7fvwddpfv5eJr/oAnH/oaK275OMmZU5QWJoh86Giso667nfLKHg5vuoLMgVOse/oQy6TBPH6GkaYie5pGefr7U7xhx9WMp0vsFX101LVy/+AzZP06rpIt1DUuYb46R3WpSLMQ9J8OefXEOEcSJ6mqr+eiI7eQO5EiPTfPN0rjPHvyBJcm5tmcnUQORMwNDlLsHGXZRVeTbFlJ0yXgSY/SPFwoI2Syg7HsAerMFgr+GIc3/Sufv/o2avvqGf+3eao6ajmx/CSp5VC/sJIv732EizZvIF+fpDBX5s7cLp4xR5Gpajafv5Q/P/wI2eoE5vRxLlyo479f925yq9KM9VT41egZ/nbvc4ws9JF/26VsXrmOy+cq1OzR/PSZx3jTkeOs27oD+8a3k8z6mEpE3wtzTI2eYX1NF+tSKxBLofPaK0jtryP1gKS8VPP9K06z3x/lvevbadv6TsbEO+OfH4HVBlMFxRtD6pRHZDLsO3XSEVdVFd0XXsn3H/8Ztc3VLGjNs8MD9L7pZoyQeEphKtUEUT81yR6iUNOYqWLX6VmUTtPc2EImV09EgrFCyPpNDRyfKTG7ABd3taLkNI/vL3H8mT0YI7jxug0EKEJ8Rnaf4c0feAeT8wFbL2zh+JExlrUkaIzydL1jE2NzHlu2rWb6zCRE82SyCbKJKipegSCQDh2Rr6cpA/OTZRCaMNJkvATKJWtciVBslRYi5tDEzjkrieFuMcc99rBbgZv5aYtRzpGj48HoonvOdV4sGjfiLgPpTuvKuo0m1MIVgFvjAozGOlQxLr9jtAbp4XlxzzQ2Lhl3j7UOqewJEfvkBSaKC0riw6UxERp3Y7XaORBNBEb85gyE35KFXiB8F37ylB8nVEWcXPVdMEYoXGO3xkrPLcQxFkEpi4kEwovhYlLHnYrWFS1bhRXOdqcBLVxZgOPWOP1HEu8S0lXIWSmxwpUBSGViYJGHFVFcbesm+lLIeFTgvoHCOE3Qx9miZEIwMz1HEIS0LWk9O06uSqfRwSwWSUomiGyZ+ZHTJNaEaBvx9C++ycXb38NjjzzITbe8j4ceuJuOJT0sjJxi2aotTI70s+tHf8OFH/nvJE0DVRlQ1R2ohaOUv/xJnjY53nLrH+ALjzdevoO66jQzM8OoZJpf/Oi7XP37X+DEHo81W65k5yP/xJCUvCQEn/70D9h5+we5vLWTtCfZuH4zZ/qe4Piu79Ha1MKatRs58OATJK7qZU4fZG6swkmT4eT4z6hquJTCes2u5avIFg1dXV20t7bR8+BxBtun+EVyFlGqYe/0JO1LKiTLV7PzVB+e2sdF/gGqBy3H9w0wtrqLlTdvZdvFM2wxU2S8HmRXiDEhoRWsp54/7qhHDCWIjidoPT5Lxc4xvvQwDzXu4/XZQ9hAY6Z6KC8JKFUMJx7fw3VLt/KkPEjW97ku/w4+9sTfs/WaVUyuWCDapWic6mVFsJS3J6uo704x8uBDjE1Ocf4NN3C72c6RIcm4nWa2ZRXLNrUTPj7OnkIzuyqvcfjbX+R9wwG1l+7g/GWXoAYl1fU9rMjVkXp8D9lv/4jWmXVcfN2nmf5Tg6rxORHNcnfhGL02xXXLm2hfmSedTjJ30SddbaUQhJeWKVzmzAA3yw5upgMAa12fAcJxlqx0jVwID2Uc0+VQaQolJMJLItNZui+8nGj9ZTT6OTqrMxwd8UimA6JKFZm0JNfaxcC0pG94kmxYZtN5dYSBYmC+wlhRceClIww++mOydV0Uok5u+ehlPH1kgIm+QdZuWk3or6A9l+dg3ygNrQ30D4X0nNfGwMg08xPzDCclpXCOkb4pisNTHN1ziO5t6zn1q5dJdnQzN3iAXKKJ7JXVSJuDBCjZgFdjGTvdj/Ky8S3e4catVEhfOfqjcAugtC6ABBaFdLq3tXjSybcidu1JIQmx+MphzMGlWoV0QUjNYrLWDWolMubbyJgLbzAR4AuK2pD2fTCuRSo0OkarxPZJDMra2NUVF4x7bnisgIp2a5AvICCeA1uLkO5zBIkXB8SEMETabTrmvxrrxunsi7bHuIxbgjUCJQwCZ6XUwkWCMQqjIqeJCYMVCrW4qwpc6hTjikFwQxgrFgl2bmc9S6mz54QuIXGFvDp21RAiUHHSNrZnQZyME3E/rPtqL/pvDQ6/EGpDrrrKBZQWijS3NCOlR6gNs/NzZP0EIpRIwrhiLMHsbMDY4AAIgbIaFc6zdu0yXnrxYS7afh01+Vq6briNyalBejduZeLuPsyLDzNz2Zs5JOB9H/8MP/z7j/KVwjjSH+PahjoKNqKoIx59+jla2vfznnd8kIcf+ibjja9Sf90agqUG84Rg65ab2PnCvZzuO4YnDYW5cfaKAkd7DOWVy1k98mleX/qndCZrWf/H3yJRPk5NMcNoMcmLsyXEwkaiIy9QM3KSfG2e/NIuxkqDDLxYJtsvSA94dJ5aR/3K3dx0RSO2bxPJqRaiYAVRY4nSknkmL57huQ/k+XHlMKYwxiVznbRO1zBx9AidTcOsb26EmoP8dGAv+8YCrshsp3d5HZtrDbNP76f/L3Zy/ec+xHXnN/N4fidP+68x9uVn+eTl76Prot+lKpekyk9QDCqc+Mm/8xnVSepEgtKKyyncdAE8N8XcrhmmOwypnhKPtFZYcewFsp9+EXHte1hz2VXkh5JEXzEw/HNU9lmufNtbMVe8G2tuZToocffCELsmX+P9F7SxorYBKwyVNedT/OfbKZVClK9IKucAW5nIc7u/liAMCbUmmZAoDMYaTCwtCpk4a8+LgZQu+SniQh7rSitEzNG31mUItI2wJkDLJMlkPUvy9SSFx97jCXLtipePlpieDFl1QQOlckCrn0GaIrMLFZZWJajPWk7OlBiflixtlGxuU/QNLCWKFjh1oo+r33cRD/9yD+++8VL2C83Y3DBT/dO8vPMZLrl1B0MjBY7sPsaWmzdz4nSZXKPH7hdeRYcVTu1+mpoqn5rGJg4+8TQzs3N0elVk8ytp7F1G4CVRxqCsIajkET40t0XoUsHZqMWiGeNcH4UnZJyaFkjpIHCLN3lPKQyupDsl3dfJWFDWxtKMW3EluE5YKTExR0Z5AlcTq5FxoUvCixlcQqCkxEMRWvdxpIkDmbhAZmTc3FALdwNA+YCzbkssWrjfW+nKkQSWQNuzp3nnCHTkxkolJAo1lcgl9+ViWfxv8PynC70QogO4C2jBnXnvtNbeIYSoA34CdAF9wDustdPCCU93ANcBReAD1to9/8l/BU8ofOV4D8LE3aPS6fAu7W/BM+5TlhWs8V2IwTq9zBgbW6XcDmiFwxY4roFFGBFTKIWDo2lz1jMPGqES7gfLOEQo0gGmrIjLAxbb2XEQJbmIRBDOohlZp80txpyFUq7F3kiqqqrwfR8Py0yhRL66ioVZJ/FI7TY3rRSeteig4K6VKs/EZBGvqokVbR1UpVPMTS0wMjNAdTLLC48/xPS0oNdvZnzkNIVmQRSluODdX+TV55/khmuuY0iHlE2OwbFBPvDej/HAg3/H5dt+n/8YfpHDg4bkqYC3rt/AHi24cse17H7pXkZfGaRr/iKe/24fh3pHaR87wrpmj963TwAKOQAAIABJREFU3YPZmWRt1hJOTPOlL/0+f/Kn9xBMRlw61MB7C9uxa5t59I2n+XdZQFeXafVK5MbSjLalMcNTbNqYZD6xgZ8OzXAm3E9nSz8re2roTGQwZcXr/zLP7/3uZj7TehF/MPhX1Jsif9zxfkSnA8lpIViYSTH0/fu4+FPrSM7sZ+iJ1/nmeecz2HCGr979fxPqiJEzQyzdeYZbJwSl37+L4Qmf8ZdHWblcc96yBMGZafYfGMVWAi453sTqUUO0NWTskohgU4GWRx5D7Kzw4be/jd53rUMayyvRHB+beIWL19Tw4ctX4Km34idvxEQGQkMgLPWpNJ9I9TCZbEULScr3HL8IzehsmWTCx08ogjBC4259Wiy2koEUvvNsW4UkIozLbWQMZ9GCmL66OGOK/znWlt1i7yQItMESIpNNtORr6KzKo7Qmt8Lj0EiZ+dkK3b2NZLRHa72lMVOhfybBjqWGo8U0P/rlEd521WoauixJa3j8WJklDZLdTUtZv24Zs/1jNNRWc8/9T5LxfQ7uGuHWz16DkikWBuaYOXMKceZ1fvF4ipqgwv59r9CwpBW/sMDSpc14VXlktopsybLm+msglUUKgZfwKUUhvqm4hVwayhhSIkHFqxBYgy9F7LJzXbPSOu1XCtfqtGhnWTx9Y8FHIWXcHBcZbNzhKhZTsQHouOvAaI1QEhEagkrowIOe6zH2lQCh8NQizljEhFHOprq1kRij8SVEyneE2liukbGpQ3rKHWk1KBlnOeSiDGexsdvMdRhYV2piNUopqrKuNGdR4/9Nnt/kRB8Bn7LW7hFCVAG7hRCPAR8AnrDW/q0Q4nPA54DPAtcCK+JfFwHfiN/+vz4CJ9ForLuixFevRS6FI1jifKZOiXGbpnCDWR26t0bIeHDrkJ+RiPCMOlveoBZt7kJgpMAKHZ8OnNoHxnWNCsCGMd/GAiHWekjPNb141iXmEAqr3Ylc4hZ7EZ/wE57HxMwsiUwV2XwWJTQzcwU8TzA2OEJ1Yw1+WVHWBmlc7DuRr6K1YwW7X36CtZdcRV1tLZMTY5w+fgYdnWTV+b28uu8FGhKGa274GG+94Z28emAn80GZYGGS4VSOdC7P6mtvYED6+BXLbZ/5Gi0JHyMkH3j/31EI4Us3/Rnf/8FXectNHydlEpRNlqVPtrO563e4/40RvUvWcnrqFDUX1jNeugpByPBElgkxwUhhnqpEA0ZDRlpqmy0vpid5KFwgqhi8gTwbA4ssB5gowFbmiWZn0AtT2MollD3NTdf08JfDX2dtzSp6k92UKgG5nOL6T7Xzz/pHzDwzw56/foo//eRtmA7J3MwCn3z+m3SemuDiK9/Pjs/fQeOJMTZUp6i+5T0MHCthQ0nwF4pfqV14q09z0cQEct0GIhPhj75OzWsPEywso9R1A9nuZt70V3/Ij9Q0dy9McoPN0p2ZISiHWOoZfNc7zrUNCUHSV2zPtXAJGYYe38eBF/+Vxi0rWfKWixG+pGxCjFXMhA6KJ6SkpSYHCQ8TRIxOzyEQJJIeDm8ukMYQWXcQCSNLKp1AKIsy7gaqEYjYMmzj16Fb8N1BxljjOnGNCwguDhqx4FlDISqAlHiJBPWJBFmR4OBIhUde7uNdV/VyYXuew8Ml2mvTPH9mgfHBeZicpqmxlrrltbz1+l76J2eotllacin2HRmitzPB5iuv4vSzr7D+imU88INf8LHPf4zhwFLX0cbuXQcY2HWIC6/fweBrfURhxNSrz1DKVVNflSLpZenasZzJqQX6X97Fqkt3ILM+yATJhKCiBGGlQkolKBQhaSP6B8ZpWVFDWLKkTQWphLM8x3gzACMj9zWQwhkS4kaus5AzIQATy6wGoQQhOGIouBATxLgUBzMk0oSSuIxIkvQlnnJau+vplXGYUrtDpHAKgkviOqdPFEstWGfdRAiSUpzFr+vIIBKSciXCS0gqkWu0S/mKILBoW6ESRqSTPp4nSVgvpmSGsSPr/8OF3lo7DAzHv58XQhwC2oEbgO3xu/0AeBq30N8A3GXdCrlTCFEjhGiNP87/4jExw8KhfqXwXKhAgdUSoTiXYI3xREK4k3v87XSYAhHFfhlitLCNk7IWYxWIEGNdlZj7lsjYkRMsFoq505O1SPcB41pD47y6xhKJuDw6Nvgvok2F+xTipvaQoKKpbkgBmtP9g6S8JKVymSWdLRjhvLRKuJCHsZZkVZp0OsmOt/4unkpx9Mhelvb08MxzP+XC9ddgPUFGpwkqZe7/2b9wzfXvZd3G7Yw/ei/lhCAKyhgdMpvKU5vIUpXw2LlnJ6ee+g7GKOYrGY4ePUgOQWtrJ8X5WdauX8u7bvwIB5f3cUFxPTsSefRFSXy2cXhoHOpbuPfBn9HbVk//y0cINo+Q7GxGkcaKClIk8aRAGkti3JB6RjC1vczr2V9xa8cqpvsVQ1ag39TIvUd+xqUTHk89X8uNDRsYOP0KT5FktPcSmnqT3PvTr/Kh11ez8cQ11N7wcaIOQ6g1z53ZS0PosWNJL2vuu5uL3nITqYkpqn/wEOHbb6Rq80VEa0N2BTM8WKziymgTJnktnp+CMCJafT7DK5eTTKWIwhBjDSml+CANqOpmhLWUowglpTu9/RqHRNn4Ziglfk2exus3UX3tJqqzaYSXhKhEJYywcSBHRwZPSUxoGZ6cwCIplULC/X0MvnQIKyTVV1+I19WEjiK01iQTngvEmYAotv+eS21z9jUWaYPyOftas7GOa43GCY3G+bel4PWhfmzkXrvzVjJjDPVNHu+49jxEWOT5U5oH7nyOd9y2gx09VXz14Azd3W1sWl7Pj599nWCqTF1bB/3jpznRmWf4UD81yW68TJLi6ed49ge/pDG7hSOHjrJ/9yjVdYJofJyMCOjffYiFoiGhBF46Q1CapTB3hlQwx8Tx51ES0k09HNq5j/Mu6CEsh8woRSqbxkslCXSAKZSYCyIakxlqKz4TwlCJAjASIyApFdKZG1HWSVdxPXS8msR1obF1USKJLTZYa0kIiVZ2USg+9wgnm511xQi3MPtK4XsSXzmMRxQXGnkSp6Mv9roiENY5Bt1swJWNKOk2h0XGjjYapGs1SyZc14ZSioWgTLFUBivJJBP4yRTSalc0YjXCCnegFYKE+j9ErxRCdAEbgZeA5sXF21o7LIRoit+tHTjza39tIP6z/+VCL4Vx/PhYvxRSuAY/nDay2OC+uEAr6aq6jPViU7yJ/aj2nHZlDcZ6CCKIwWTC+ggcYtjKBMpahDUg43JhjLMZWouN488qHtRgBRqDHyMPJGClxBgHNxLSw5eSyLo0W01jHULAxPg4USWgYckSyqUCJ46eYcWqrngOETovb1Shrr2Dn/zbt/Crm2msyTAxepjDr+/iA7/zOSYmJuk/fpjtb3wjHUt6+MkPv8TDP/8uPUsvZd+pA3R3tiGiIiXpk/YzWKNJqxTZfIZDuoSVitv/5pvsPXiE5kye2rYmvvPtr3Lg0HGOHPkWv/dHX+Zn37+dq6//MD/4zr/Q3FJHsjhFUKPYd3SQodo2Gqold9//Xd6+9fPs2Hg7t5/+Cltyb6KraYTjYpDZQj2t3S+wKUhzZflGZtIXUbs+wSXfnKTz6Sy/TD9B86W1/M3wvXyz9w1sWrWN/slRXnnl23QPL+f7M9V4Lf3U5E8QzRlK3k0Y0cwF513IK11t/HJ6jKbN2+ht7yGhJNEbtlMJA3fVtootXp4NVXmEsYRn2SBu0OZ5Xiy/ufCLReDhBlsYQ1JIjBCUtQvVKKXQsafZSyZAGGYLRaJQkPEVMpt2wxojqBKSUllTCisYBEEUMhe4gEykNVJBzeaV1F60Em0MYcUS6sjZdpUinYhbinBF38JaSseHmXt8D0KKeGNoRslFBK7Td4UQRBD3khpnSsCFao4sTJPyFRGGsSDC+iFBaLFFS00UsrQujci6dOfB0RJL2jM8dfcTHFrSgrUT1LT0cHrfUQJVJjo5TW2yhv6Xd7Fy2zKMXw3liCXnrefRO++j5byVFLWHKZapW1LLwNGXqa2rpiIgnBshDEfI5pb8T+reO1iz867z/DzhhDfd3Dmq1WqlltQKtqxgyxlhGy/JpmzSjBlDAVO7hIU1ZoZhWGrZqa3F7BAWWEz0OMDYgGRw1NiygiVZsZW7lTp337753jecc56wf/yee1szSw2ianbL+1ap1Lrdfa/ufc/5nd/zjYSo6G26Fq/W8HqKqEuGdHjl6GNMTXQIvWl+8N1XUQV48sgJHlyKbN7SZnlpBTWRM172sFptwFekmVDjKZVOIYUyEMFglRTXa5O27+j/M1xbGhwjLroNT+Z6vpWUvqQBn1sya1A6plO7QGvGSMAZkY0HQ4yBaBzrvb7aGIyVU4jRAgm7lL6rVMBmBh+gPxhSOZlh490OPnpi44gh4qOk6qaJQ5FlZJbksXhtr9c86JVSXeCzwM/EGFf+K/jQP/Qb/49AHaXUjwM/DjAzMwNRS+lHjERtU79iwulRSQ+fE1UjMkufHgzKQWQjs0aMD8KxNjGSK0+MKTzBByFbtUIFi3ZSLYc22GgINPJAiAGXyBKNQDzrJeOCy3lYj1eIsn8po4i+IWiJUM2tpShzlpf6rK6tMTbeQSlFURRs2jaJNgplMxoXMQS5KMdnmN4zzTve/AN89jMfQ8UGioy//It/R2338MH3fYi77rmD0WrDbe/4ISamt/HZT/4Gl37HDwMebxrBC3G0jWXawNcfvAevvJzq1wZcedF+Bs2Qf/+//ApOwYE3vpszp7/Fth17WOxrbrjuJs4cX8MvFDz6XV9hctt+7viD9zO89iyTDxzk2HcXnNtXM37/LLec+knMNsPnv3ie2VNzfMemEVm9jS9fu4/TX/1zJk78PXseanPtC68wfXqRLTvGePMtH+eNrVv4clzmN5cPc2ss+cXbfpgdW2fgVkGcGx8ZpYAyoyNbdcFHwk56Fx8A53EhMKwasYSjyVSQ+sCQfA46or0k/0nioEll0g4fIUukZR0h0xptk5bZ6HSS0xvbXKvXI+qIW1tjVDVYnVNumYBcJZGWgaxNy1Qw8Awaj/EaH+QyaeWWVIUgPaI+4lk3zkRKY3HhQoaKE8U25cXbaF30LhEpJGeMUUGKtHVyjQeIqoGoMcoCDrc0YOmeJzhw/6MsHZhh7Z2XoZzlmSOLTLfGUKzwpXvXeN2bxviVX3wLXzk8z1efeInTj99Pp9Vgh23aF29l+ZlnqXs9jj/yZaZ3Xkp17mkKs5Wn/v44+IK8cwWLs4tsu7zFzis3EZdXOPey4+TjX0VFwygrcXqcn/v1n2bCjPjz+/rcfmiaybbmG996ma8+eRx7doEbtx/gA2/5XpZXao6cOctf3PkEq2sjltbm2Lm/R2+yR3umZGFhyGS7JJIlXs0SApgQsdqSSv9S+Y+VjdpHgskxsSEquxEbrFJtZEBw7iy3NC5AjDjECRnRmKCwpcFuJKCJhgbl8F4jIsp0IkgPHhAEzYRIYSxKGVHLGLE+5UrTBMewGtGvPaO6ptspaZcZ3WDxOIgeH4S3bEjdaAmfz22WcHzPKGntX8vrNQ16pVSGDPn/EGP8XPrwuXVIRim1DZhNHz8JSQMmr53A6f/yc8YY/xD4Q4D9F++PWS4wiizlijxoIV+DRZsAymJTTgSkI5CSQCGt9UZIEFGweRUMeRr+YpgS44QC8DGV/kp9i4qBoBpAXHCEV+fXIaSA/EK4AS0X0vrXDkGOzOvbhNEKoy2r/Ui322JpBUyWM6hGlNbQLnJpsSFgs4LQrBFjTYg545dfw2c+9Rt86MO/wcd//9cYyyre8oH/njIbY2nhZW64/nLu+sInueKq7+LrD9zF1KG3oss2Mbr09QXzl1A2zfu/70f5P3/rmxAC/+zHvpsf/5l/xTc5zSU738kd43/C+269jPF3/SlHz62yZcf1nFk4wbWH9vD4M6/wy5O/wuc+/ff8zpP/I99lruUzr/wKj/9tiVZ7+alNO/mJO7/MQ+/9cY5sOsRb33ETXyjnmBid5fLTc0xf+Q5stUisRnz8xisJwz7V6iq3F5pCKd4ex3hL+0r6jScvcxofyK1N5hTIUxysVqLDKvOc/qDCWgl6Wo+MbRSoIAFSQXnZrtbxDqMx672yCqKPWJ10416wWpLIViuwSBl9ukRk+1MeN2hYriJFXjI52U2lBSpxOYhcq1XQahe0ag/O8dKpeZxzmEKnk4RsjyGAxsgpzmYQGwzi5xDdgCEqudGVtcmk59MiZMTxHdKyoj06WvneVAQMdrLH1Htv4ZsH95HpLgvn1xgurXDZpTu4dWeXrzyzSKt7krYb59jKMr3SMcYKy2qV68odXHrqKLNPzfPixXvxXjNlK8aIMLmd6B2njh9horediauuwdiSlaOLnHvgbpreVtqT0+RT7+LAFfu4/dZdnBpazi82/N0zZ7ns6n0cOX2WJw8f46rLt/GRH72Rc0s1Tx2d5c7fu5OVueNkpqEsJomtAmvXsNleRrNnWOh7/PQ4Y+1WAlsNITqMzqRoe10nn6yqISgKay4oaWImG7ZKAWbIkI9EbAo7jCblz8S4Ybq0mQQUBgx4n+IT5P2I6cEte57AbDqVl9igUdaIX0aLCq8eKZxvGFW1QEe5ZqyTM90rhaeN4EMti602ZAGiUWTJXCWQciLacani8LVMb3m9FtWNAj4OPBtj/M1X/dYdwI8C/2v699++6uP/Uin1aYSEXf7H8Pm0PCXJUCbGKS0kk8oQp2piuI1RsuEjWnilfZJmyhvmEc27qBdgXR/rfTparUs5Y6AJsnZJC7tFK08M6/8/8mZHr1DWQdSJ6QZwadff+BlJkYBWGxk4LgS0ivSHQ7Zv3UVVVRQ2Q2s4deo0e/fvF4WPFu1vTNBBVIptt7yHT/zpr/JDP/6rfONLf8On/+S3+M73vo/77v1bbMy49PK3MDbRxT17jt6e9+CUkSGAk8T8aoQvKpYrxZ6xMa687gdYGSwztX2ZJx55iP7CGR4dLnHZxBR//K9/lqKl8FVEZRn/6pfuYO9F+zG9Av/3L5HnJbd3Ko7fehX15gGbH36YEUc58tZf4N88cQXvvOggPTQvnmyw85pzp8ZQBxq8X6YaVejGCUFtFDqDMotUlZBOlUNyvbWmsFnSj4gbWdq2DFVKljRZRmatDPSU520UVI1kh2RamsACqSw6/Zl1JYROKYJKI1b6MieEgEsRyE0j0dcta6i9E9ehijTDin7tMdoyUZbQyYmNA6/Sto0M/kyBCwQN/dUBddNIZC6KECVC2WqF9w6HpmUzjIm4RuO0x4QooW5aJ4GGQDhojw6i0NAmYjxELSU7YcPcpwm8Ck4MNfNLCtefZVTXHLz+AKxqPvJrn+d7f+xNXHrxfrQOfOOh49i5OZZPHQdleHp0gkdxDLNZdg+nqcyIvN1l8czj2LxFVXmmpi/GKEvdr7lupuTmqDGTV/D4zDYWpzpUC30eeHwJu3sLl4wNeOZsyeyx40xu38lnf/1jfM9Hf5ZBpXn+hVXuuftBVk69wmDlMMoUKDuODzne9ens2ETBBHPLSywtrTLTbWPHBJ8nyr1ttZEtPkRsLqcxEXPEC21tWiSMRLWhUFJJ4GGi2pgVRiuJVZGn5oaixWqNCw1KaVwjs0JUePLzNjpDeqmFXDVW4llUiBACFRrnapwDmykmukXqrQiSNQ8bGV0knT4xpCGuCBi55oGmadC+Sdn7Oi0qr+31j8YUK6VuBe4BnuRCvNhHEZz+L4HdwHHgfTHGhfRg+B3gdkRe+c9jjA//177GJfsvib/9m/9emGSV2hu1QikxS1klpb+a9CabAoJDWyHAQkqmNMibtn5zxwjGgo5ajuwm4IIRGCdlTUSlNvSxQMqoT84z7SVqVKn0AJDhn3xVgMcnTb5vXPqaKXYUWFqdoxopedJ7TycvCUYzGPQp2gUPLp1jtp6n6q9hTaCmhdY5Pm+jyDn+4D0Mz7zA7e/+MXbu3I7HsTi3xF9+4mNMbtvB5tveg9YFgyhSTdN4lB8xUhmdzjTTnTZ7Wj125DmdoqQOnoFzrDWOytecG6xwfHmWUdUny3MObbuKcVMyM6H51istrthccXRec8+Rec4/+AyX3HwZednikm1dPv5Hh7nm1hnecNUuZlcbRoPA4c8/xrG5Y1z8ptfhdZuLtp7BzX4d5wfgAj7Az7/nu9kzdZDaKwajisIa9m2doNVqMaoqhpVLMJwnKoPVGq0VJpUp1z6I1V1HfMoBR3lJF6xrfJT31qQbNcQGFzXee4ajilbLMtPtoLXGucCocXLaC57aeZZX+4yahlZRoICL9+xFq0C31UZNdcAH8B6x0CgocvCN8EQ1ED1z51dpnKe0GWVuWBmO6NfVxsBWaPLC4FygdoiMMFxYz5wTo55V0rYm7WkynEIUeHEjddtIsqKNUpMZVOTM6oA7n5sjrDZsHWsxHCuYe2mR1x/awcd+90H+h5+9kZdWOnztz+5AnX8MT0Pe1ERd4M0IqyyoklKPUWyZhHaPTqzJ2ntoxiObe1Pc/+BRJrrb2bR/grOvvEDZGmOijCy/fAJdbGFhYY1tbzjIylNPEXqTbJqeoN3W+LEx8uNzXDl7lObxR3gkOIoffB9XmMhff+XzmHyccqzF5L5pAgPmng/0ZibAaN52zTSdziSFtRR5SZYF8ixHW0thNIXNZWZZ6fGNySZjjCamnBpPIFd6w4+wPvTX711g43Qeo8BknvVeWIlVEG27VIvqKFr7qDKJWFEjsqwl7vTGEYKn1WpRZKD8OtCTYMlXwd8pkxcdI8aYjVjtjXjkGFjvvw2+QSmRlh647vr/NjHFMcZ7+Ydxd4C3/QN/PgI//Y993le/lAKTG1KaDEZHjJZUOlQmTjgl0iltAKWJGRLVqbUgPOnK18gxfr0MfH07jBEqFaXFCdDGJEOCFvw6kVwqZgTtpexbyXEuJDZfNv2Q+mUbufkixBSV7HyTbMoBrzUEw9rKMlObJqicYxAr8lgyqmra7ZJJY3mlFiK4EZ8GlckoUMSs4KI3vYMQ3snTc6e5+xuHyRWoKnLpd3+YWFqctti00ZH4icZrsuEy/dEQP5pixZznVNlJm0lgob8C3lEHT1N73nHZraxVFSuNZW41x+ua//jNhtPPvcja2y5hmEG+4th3YBP7d03wrdMNz3/tCJ1uYNeWHo+dXGCCyHQvo77kEkYPP8XVP7KVOR/4vkuvh0MH+cRdn8ePHkeryC9/7Nf581/9FHUlDT7jvRbWWpqmoV/XGC1KKmtyMpPgESSQbsMrkbJErLESQ6E0TQhYa1Eh8SQSVUddNYTg5J8ImclBZRgjWx41ku+NJcsl2tojkJ81ht54G9U4GMuJPohIwIsjmlxB0xCdF2WOidAopqd6xCYmF6TeKHVerSUPKdMFMbpXEVcKa+TBFYKTm1u89xvSwECUbmOytGykjPRoMNFtYPu+ibywtMqO7iTLpmI5Rg5NbmXx0mm++oXH2XOx4exZw827O8zfdogw2Mu5508xWpintXmGrFOgu5sIK4t0JnqUE22Wzq7hjOE9b7+MYWO568mXKdsdVk8fRdfj5PU8q0eeYvyaNzBam2Nq10HUwiz+lWc5+sTX+dlf/SU+84mv0N6xly02ZzHPOJ53ON71fOcHP0Q31Pxvv/d/ccWll4q+XitskXP2/Hlm9hWcfPRpJvbvxzVavAFK+DQVM0IAu76MxUjUkKNpVJRgswg4UbSIuUxSZEOEPC136/dvJApE9qpTo0Jh0XLYSpyhix7j0/ww4IJGm4C1Bl9lDOo+ZZkz1i42HhjRKeroMDF1Y8RIBVg02krLVfQSsNg0HqvkxIIF5yLaZMkbIfPMmnV04bW9vj2csaQ0SC1YqSJV/0leqTyFTZYs3lG2+fR8s/GCzl7wXOQGU6k7VlmUEW1z8EogoWRAkYAykUZ50yQdhrhhJXNH/u900s3rqFFpy8Jb+TNKLNcqRrSxG6cJ5SV1LqQGmhAig7WG1mRJriOj/oil5TXR34coN6yV4KJKSX6GzQpi1PS2X0Rr8y5ccOACTQz0TEa3aHOuGmIzRVu3acXNnKkHZNmTbBu7jBU1TbuZY0yNsRJWeXk20MpyluYfZzia51+840Mcn1M408Vnmm/c8yIf+d59bB13PLjvEk6tDvn+PV0eZ5LJzg6q0uFX5+l2cz50+z5e6VtCHTl9epkTCyOuu2aG1sS7OTG/xu4dhk8+epTnvrGGzXawa9czeAZMb99C7T21j5SlJTcCpI4qgcfWpWzWysYck+MwingGH5z0cVoLCff2jbhJM2uwGEZOckeq2m2csAIi0S3zDKsDJpH9WiuqgaMoDK4OAtsk/iUEUV+osTZRq3RdRMhMkmxI85eyCqoUpjWoWVgaYDRM9DqgoSAjtj1NrNNN6ql9SHnoVuBIJ81kcjoV6Z1TkSw5t23ignSUWA8T9UauU4hi0NHaoIyjFwpMx7IYDdFF/urz9zDdaTEcnedD3/NWHnzxNA8sneThv36cysLtP/A6CmWZ6HaYbzJ6heZLf3sfb37DVWwa7/Bsb565o8f44888xdR0ycqxc2T9FU6efIKJ7bfQKyZZnT3K8aPHqAcjevNnafrnuPzQVZw6fpDf+9h/ZMtMl/rs8xx9/iUq26U9tsRP/Muf50//+gt0B32uvf4QKmth8xa9boktR+zYuYXR3AJbLtvE4vkVssLig/RUZKTkSStwqUJO5wrRthttXnUKT8Ncry9F6zFTaZivP1iT4dKgCDpFm6w76L2UhQSSn0EFjBFCXEUYNg6lG9pFRmnbycEvgzvTioYLVYLOyefSSlMFh06cqtIRozU6yPVrbJKG2kCInsRIYkyG0jqpd17b69tk0LPRr2hMkkuqIK5YDZm50PiCtkQV0CpDmUgMArVoDev5cApNZlTKwBDriQ+iKVbaETFJOplkCIBeAAAgAElEQVTe3xiFlUeIMnFYKUIqMwghFeAl/fwFuEsujOibVC0Ykp5atM7V2pCy0wUgUwEfpSuzbhxTM1vwZ08Q85iIx4DCkdsSk3coshY2zwnpSF/rgHElO8Z7FKpmX7fk+UXD+TXH5WMwP8y4bMpwoNdhqXojGs2O0YizcTNPzg45fqRi1842B6Y3U2/aRZEXLDaOHeOWs0ON9453vn0fa32Yr3tovcxFY11mFxum2opBhMeePM/4VIuLdnT54uEFvv+WbTxxps/Df30P2/cfoHaegzvGQJW8srLGrrEp1HduZmu+xj33vJstE/eSlZ7VUYW2Ge1c0SlEpeQDFNZQZJIGqtcHeyqKUEZJyTvpBo2RZqNsOdDOxfDmEN7GB4OlwSuNCx6rNXXtMFpt6JZrFQTaA5wP1LXDxUinbJEpRe0cjBxBK3RRiBVdBWJwYtdJUB5ALC2hblhe6VN5x9ZuTz6xD4y8wwUtX7eWvxa8fLosS6XWqW/YR4eO4lIsVTpKChAtkuJo2Ijt8AGvpP9UUlRlG7z1kp38h7uPMHKBotdj+65NZHGIouS+586yc/d27r7jYYascdlbbuf4HFRnz/PSk1+l4yM7rjnA4NSzfOWPnmHvG94Jy7MMdMZUx9OpB/SzIQtnH2EyHzD/1Fc5Z1rEag7WZtHGc/KZs+R5j6/e+Tdkbgo7ep68fAMrp57Gm02cf+Uo7/n5H4LCMnbgKn7tvfv43//o67huB6oRXmfo2BB1JBufoFo7xsTWLQQFJnFvOkGooDa6KNYf6iSPgVESSugAlWTSG+9XlLYm+TtJRRcv/J5OipyQPpeyyHUZUi2h1niXum8tdIs8TQTB3hVQB/lvlxYNok8eCJWW1kDUoH1MNaIqJXAqmijzTyV5riYnqErgaKOTQuufMF//CX/2/7WXkCYmudlEYZOe0RgjMcKQ3oC43jrqwUlCZDABpSzaR5QJhBRnbJTCKYtBSJmoAqg2IToIPsm0hA9IS356A1JSndAsoMwG4RLSkzkm3t6TioHFKJv6HYUddzj6q32aqk+v12V5cRFjc6Y3zeCiZ3l1DTOjcTFIiIm2eJUzlrfp5i0m8oKAWN8feqmgNCX7u5GFQcn9q4GBg7PHFti/aTNzi0PudpZteUa70Dx/ckQ3izSjipMvLXDTzbvZEmq2THc401Tcdfgk77thH08OKr745edZue9rMDrKm3/mF3nqa8vsu6nLuw9u4myd41A8+eI8D/z+n9I+dBu3/Yub2LNpM3U14tMfu5sPfujNLOdt/HDAkw/Nc372LNs6jsODAZNX7GNus2bvdVt54lObOHTzwQ3epcgK0JZRXUshshZXdMSjgmfYyHstWf8RnySXhIiLF+rZy9yiFTQYvG9SaY2n1gZD3NAu57mUNqv1B3RUWKXIraHB46KjyDI6pcaoDDUElStUZmUyewW5RZl01Bs1YHOwAuWNZpfp157xdgkqo25qdJCBrpWiMBZbGBrvCbmhMNKQ1PhIEx3eRxReGpG0UIdKiw1HB0VQ8hBkvd7OGnRqLaq9I3iY66/x/KmK267bwb1H56FV0OluY3n2FH5Vs1A0mLllNl2/m5deOslka8jc0+dYOH2Y7Zt66IHh3LFj5PWAqBzH77uD+bVFdh+8mdknvsTmfTdy6thT5G4BbTOUr9CsYmyJtjmn5jJ27NxJtfoCVX8eY6bQlLzywlNce9u7eOHIS9zw3ft54OMfp/MjH+Dt113ERz76J0xfegk5miGOxYUFtmyxOC0Oc7ttB60mYuzG6ivyRyRDPhgkG8dKo5M8kNOUCIos1xJ5AuuhlrL0pVkS0vWgkzzXq3VjZhRpZTSARtt0+ncRHxpJqxSdZlr0oE7QWx0v1ItqMoIeYYLg/KDI0iZjlBKhwvrcSVNIR+FqpO0OmlhjdXLyRsWqc6hX8Tr/2OvbYtADoOXpqYLFWNnLFRIrvO5mM0l6KfEVBm1lB1chUEf5oaxbxbXRGwStwiWjhMXhpepLGXQQeznBo9PRTeRv8UIOTjAEapQSfX5QkYZ0uvARvc6KJSYe0gagAWNQ1lK0eiyvrDGzZTPtdolB89iJlwnjXYJqUGEVbTIiGTYraWcZm/KCbiaGLodisArjLce3TkRefuQMr7txC3pMc2jLBDYr6JeRbVozHDSoRrMvH2HaJfedHLF6vOJZdYzjW9t0lwLPvrzCyqlF+ofW2NNu8ZP/3cX8xnP3EE+s8cJd97B3+zYu338Zd51Y5cSTpwjdjNsObWPsF36El57t83/828+y6eCVdPZNs/ctl3Hs9BInR4tctbWHmnBcOjXDmDvJvmtu4rxWxGqVZz73GJfdcCmVaxhWis6kIrMifbQKtIloo6iqGgmECoJZa41yEVc3svUkQ1FUspmbRB+FAE3dIA/upIeX+5Log8QM5BKP4Uk6d8R00ioyqkFFYSzdgoTnBoxVqKJIIndNtEEs7QAjyRWMIQh/369YGtYU2tAyFh8cMYBTIRGtEo1rrcVmhp6xDEaVKC98UgoFj+jDA7kx8uwP4rgU2QFcCDOTqjlUYNhEMdb4yGzf8YkvPMRPvf/N3HZohnOzfbZun+bMfMH0TZeDsoxGNVmWc8u2mju/fozhygr98/O0WuMsz58gqhrdLvBVpHHLXHbgEl5+9A7yTHHsxbspjebgG7+Pm996E4ePnOXeL99J5lfwvsfU+GaKLKeKz1LQBp/jCsu7P/hBQp5zcj5w/L6/wJiC+/7qL+gzzZadM7j+QHLl+x4dNC5YiIYGhzYtRkHI7GggJmOYNgpjBWJRmQw9T8AGqfNT2qBMyqhS4oBfl6ZCkFY32MjDQXlckPki+4Eov9b7phUaR8Ck5qdkTyYqT1PLgkIyWkZeRaTaQJagQ63FdKmlWTzBx2zMHVRKBYhRrlW/nqAZcU4I2RANVkEI/4119P9fvCRQXxNtxKRh7ghJWrl+RE83zMbNHVKll8YGkVt648h0skDrmAheQx2kf1VoD5FooiNhvQE+hUvpdakapKNbw7qq3glvKqmaBmIifddV9hmWOlRJux+xuqTTMrRaGWVLGoMW+qvce+4kTnnaKkevt8IriUhtochNTttYOiZ5AQJctydj3yT85u8+zAd/7BB33TXLTYem6O0q6Y8qwslFXlgZ8MHv2MvyKHIsn+SZU8v0z57noz91KfMBPvnVs7xlRwtzScZo+yQ7yoydYw13nPDsv/VdHPnzr/H8Nz/Btf/uUxw+No/tL3P51VuY6RZ4bRmFDtkOyw/+3LtwrYLjsxVXX9nF2MDYC0OeOrzAlbfu5tnHjnJyLuOhr3yarW+/mVNfupc9b7sevTrH/HLD5x8/wc++62oxsETxNHiv0glKdMLrq1dGYFC5hM8nyZwSWM4C2ijqEKldwKlEzCE1cihF1TTEKIaoMjdkWhFSzGuMUbYybdG6psgyafUJHmUyMhPBWmKUo7iKwLDCD4eYXheVtVGqgRCYO7+EQTM91cVkFnygriNV7fGxIcsy2nkhJdVGsbS4SkxqsJgkwQJdkghp9aorUfB5IxedXC8EXAxpuwzSR2oML1SWq244xPhMB1+UlGMwbAzdsRbOVyytLTPZmSBXDXv27WT8mVmWjx8jtwOWXr6Xyb3XsbJ8hv7sYUwW8MFw/PkzkhGVtWm1unzg5z7KeF6wtDLPJ3/ntzh08028+MQaP/HRD/LIU+c49tC3UIzh1DJ51mNmyyyP3P17lEVELyyx9SLFqK7IzYip7ByxmcKPcqrBgHb7IubNViZihlYOpaU/VppdLZkxyaku7+l6hrz4KOSkGLUsZCKXjhiV0USPFf02JK+GkK2a6AT/FqmjtEmZDLLMoLUi0xIT7VxDnsh6EyMube3S5Zq2fR+JSkqM5HSKTBtjsNZCCOTaSt9sFFn20Hsyu37KjLjEQa5zlj4tNtGzkaTpXBBu7zW+vi0GvTwY04butbSnqAyUQ3lNcBKJoJXolIlJ7mgC3htQTnATG8hVhg+ijiEkaEWFRPIaXC0Z8ToRqTqhJkbLm6qCbOpReUKQSNSQBr0xXkpHEMLMx4g1QhYaY3DUkqInvh1a3Q5nX36ZbnsbKtc8f/oUz60tibNRG4IhufqiFBN7uWlVwvkzYymMxXnDy8fOsmd8gne+63J6OuO9b9lMVXnaSrG9k7Pvpi0cntWcaQLXTmtOHetz3Z5JzO4e98/V1HXO5VstW7oFdSuyfW+HBe+ZPZdx5PyAW163kzD3QZ7+wn18/lPf5H/68Ot5vl9iguWzn3yEvVfuZeTmePwzh1m+8QDs2crOLY5Z16GcmuC5c7PMHJzkb37tD9m65yKUPYZfeojlhw3tbk1ZVzx7z1+w/fX/nAU1SR4LLA0qiPo/hEjUQnh3CkWImtp5hqNaZG2iN8FaS6YNDo8PMErqFjnxiQInJh+DnKwkITDTkTIz5FkhTUDr3Z4xEG2gLCyj2hFCJM8UORGvFDS1POgVqXVIY8oSrJEbmshodokqarZPtlGtUrb/4YjcajQ5NtfQ6UCmcItrzJ0f0iktTfBU3uF8A9hUar/uvg5JGy/a+8xqohevxDof5Zw0m60b9LJc47zi3MsvEG+5FFMP6RaGYVijTYG2Y9iuJWLxfsTpIyd44c6/pomLBO8JMTD3yj1EW9JuzxC1xpRdXNB0OjO02iWN0tzxuS9CDORlxo1veROxLHnzD74bZSxXXbufavEs55+r8IMpxvYdpM2nOHTL99PTBbbd5Qt3/TE2KogjrrzhrYxW+jz73NNAHzU4ju5sIrMahyU6T1Sesbwk5oKVR2M3lExoI7MBoTJijGQxnX6iZNIH32wEw8XkTQguYfBUOK8SnaJpF4YsVxR5jrEXJJDKeTFVxQjeMUJdyEFKkI/SYDOJTFcYwdKRLT5G4Qk0RpzWHpookFOmIDTi2l73fpjcEkMjPwMNyjmc94SIVKqSWvNe4+vbYtBHFMbEJIBZd/ulfDoVUSZpibUleulk1EZUECJnz/HKkUVN48WohDe4dTQ/KRmcjmSFHOsjNhlTUqZ1EFwUDUEZlFeC/yvQPmnl1yVtOsELQZB60PjYbHw/ISrA0MSKHTu2oYzhvpdeYE65DWlcCEIaKaOIweGjJjMikxv6wCAEOk4ckXUdmD1nOL8CzxxdZvfuMc6tNNywpU2jNY+cGHDxtjaPP/YK1169jd96umZlfplOOMXJJ0/wfe+/lvHJnLWxGf7y7ud4w817Wa4b5lcqLprscslYyeGX5mjvu4ZB/+9Qz32T3/7d5/D1BNsOXsy5Z75JHCv4hR8+yPWXX8Jn/+5JdmUjXrrvFR558jE6+w/RLro88vnDbL9qP355gGrGyXa+nkZFmsF5jhw7zus/+Evkky3Ox4pR7GN8TqY1uYmUhchZM2MpCpvkrg2hiFQ+kiHu5gi46AS+8aIvVsloZrUY3EDSBK0GH5MmPyjKwiZMVGMzTaYtTeOST0IR/AVcdRQiw5Ej+galWxASHp8bUOJGVUBcqlhaqZhqFZixrigjgkd1W6A1RgscQ1WzfGKZhf6I6bE2XkUq5xLSLNuk1TpFc3uRDhM3juchaiENY6R2ogiLPlA72e+zHDp5h8Y59l+2n3MP/ieued2NPPzwA1z3upv45te/wdW33swjX/4SN7ztrdx955co9lzBpe/5AKeefZLl86cY27wdP1ymNTnN8mBEp8jRQTO5aSuNG7AyGLF95x5cXZP32iiV0W61GKws0pgWjz/xIoOFOVYXG7Jej9Xl44TjXyTfpTkzd5yJ3QdY8oFzZw03X3+Q3XsPQJbx9W99jrWVRbZMlMxXbWyeM6gbutbBYI1Bq0s7LyW4LGqyBNtETarvjOJ21ykkMJ35ddTya62FvE2wX+MiuZZGpxBEvxdCpMg07VZGnlmM1hAbKYYPMQ1u6YmowgUYGaUweSJoo6iAcp0L1q7k5EXQ+GTGEpVYQxBgmjqA8hJR7BKEpzToJuAwWBPAycdHjUcTpbvAGsw64fAaXt8Wg15xoQJM63XdMChS8FOUY816M0xQYnMXTYImqJrMZEKQpCjjoESWaWNSMmhLXFfQpJ7JGBMHmuIUUoqa4PVGnsJ4D8aK0iIZq0IgZVJY/HrOtLJE72T4IANaI3nj9z7/FEuZIjMaZyzB1fQX5mlPTWNNhouaHPB+gPId+q5m2dVk1tIzmjy3fNdbuswuw62Hpjk312fFaY6swa4OLA4DX3pqmeVTJ5l6/WZePznk7Nad6OU1Lr9sO5dvKTnpDScXRrzh9TtZWIs8dWzIrl0Zd59b5cxj53nbLdu46/45rvj+H2TusUfZc9XrefbeV3jHbQf58PfdwN8fa7j7xQGnz8zRf/g+rnnvP+OrD9yPivPEuMDKiefYPDVDvbhIs3aWeniSvL2FulqiX03x5ttvJmrNSOV0XMWwgRae3Gi6pSUvW/JQVwYieNcwrOUIm2sh3S4UbSiaKLpk4WHAGkOMOSpFV7cQoqw/cmkzlhA8bSDPC4L3jJqaENcjExKeGiI+GAajRh4izkIRiEWOskkFk2R3qqpZXFghoulM96CQyAWSk1Gvk/VLKxw/t0LTeIw1uBBwjQThaUXaCsXh7YOSjTApwlAeTYZWChc8o6raaDIyKXDLak0ny0Q9NhhR5QUvqu089KXDXL1jhueOn2NRFfzdE8dwva38zWNnKYtxzg81eqLD2J59lFt3MD7R4egTj7J9+06aM2fIlOKV83PsOrifI0+doelsZrf2rISGiSxw7/2PcfCy3Yxv2U6jM+YrR64NWycj/YWSzvQ49eAszj3A8We+xdFH76WJBTu3lRx+5n7OzL/MudllCDW3vOlGnj/8IBPbr4Uyw6Bw508xt7rG2O59FJl8n6TSbxXYqP0UY6QhHYTFWQ8JBkykdhTfhJziPJUXLft6HWiRWVplIRJpJfLoEDNQPkEzAYPFaEuRy7IRo0oCkBSIaGJaRNLykXTx3jesT7UYwDtpuYvBi9tVZfjUUQASZeyinDYDIiTwMaBioInJYR0ka/e1vr4tBj0kE4EiZdkgEstoNggNhTjZWJc8pmgoE2Xzd9EToxU5EwoVPJJEmQs2l6Rocg5wBCzouJFgFxKMs94BixLSxirpcFRKMlcCovgQY1ZMQz39ngoJUggQHNFHvv7kYap2xnBxlXxyDD/oszq/SGf7VmJhmW53mfW5kC4hEtyQtXqEzQui81R4ChXRbU2nFem4ktYgsr9nmZ/t47IWRx46xg+/9yLmL7qBPROW4eQmjj1+nmVreNvmHnUR+NK9x1g86zj38jEuuukQo/lZ9k3u5tQzZ6jXlrj/0Ya802bu7Bz1yW/wwKfvwTLi0WM3sKW3iaNPnWXxoSM01XEqtcyX/vw+OpNb6K6uERZOomKJq5ZxS6dpWuNc+f4f5dh/epRr3nMjg1YBSgsHg6PJLSv9mqxb0BnLyVstVCaeCVxN7SNLa6ONbdsYI4M8JGs7UYZzCGRW3vt1uCu3mlxHtM0Etw+J0EoY6Xr/pzaGUDVJPicnv16rZLlfMxxWSSariaVFtcRIxdAJSNrJUFXN+RNLDINn5/QksW3lZlcKmogejMBqVs4vcW65T8RiNZS5QQVFUQCVYuQkPlvrhEPrCwozyVUxuNrTuIaiKGiXLapqRKZNgvmgyC1FK+PM8iLnzy6TjbeYj56yyDjhWhzMOuy86ACnVgIrlJw5e47lhUi9eIxeDPQ2zeCDoRlVXHHzG6nryPTeHrm1TF5qGDrP/qtvoLEWrzWttqMqNVe/8XW4GBnZkmEI9KYncLFLrGq6m8ZZG64xWN4CzR5ctUSn3MRwuIiyhumZnKZaY2aHojAZ9z34EJt2vZ29F1/JidljmDxgJ3dgR6+gtaKd51jshosVK7g1MhKkyckK52GjxFMoSItYqvVTonKKURG827inS5Mx1i1T7K8nwyYDmkvGKUBlAqVEjbEqiQA0TtVkxhB9IKJEGKIioYEmNDgR+BGVE5e2T99A2jrElFmJugafoKKMlLBDCJE6imx7I50ziGcjNv+/09FHYbmjBAqpZAkX2lVuOAhJBik/KB0jSlm88igiBsH0oxLtqdIkojMSvEMri97Y2lK3rBG3pRgmdGLDAy5IvKlJWv6olSi0AwSvUhRxSDK/DEPa9qNOeSueoXOs1CushQFuVFB026ycmaU9PcX43l2gNENgXrFxwTbRUYQGT8Nq7cA4BsHSNbIlVI0j1jWjFc2KU1yxtc3zC4H+wnkePtZjamYTD831KbuaZRwHt+d8/AvPMtbLqPsRf26Oq2+5mP7yKeIC3PkH93Dp+6/h2SceRi/vobO9x77XX8Xjdxt0XEPpmuFqn1//g+eJqqQ7qVg7skJnfBODuecoNt3E1O4Zzhw9jSsaclfj3ClaIefpP/tt6txz+K4RU/uvptzaJsstRbeDzdosjmBmDFCRWFfQKM4sDRnWFQrRzMs+ZrHaEVVDpguUFs1/kVm0lS1Pp0A3YwxFpqibwLBuaPz61aWTIzVtdOnEa4whNA1KBzrtgqoOBNcQURI/S0S1LLgIK32ZKOM9aGrOnFimajxTYx3UdBcaT1zr0x+MGFaOOkQa5xjWFUSDNdBq52yfHoOoWe6vMHKJ8zEW5ZJpcMOjAb6pCUbT6eaExlM50WhHtERBAGPtnFarwOHZPj7Ov/6e6/jmE48wXyumOyW+nuf0iTmCqrHOkTcjLmlnrG5zVHiayjFoXsE5TRah6qcqTRXpNwHlRfK34gNKC5zgvCbUFaMokd2Nz+n3HeMTkyz0KwyaZnmNqhnR0YFsegsm28TKisercQqbUXpFMG1qV6NMi61X3E6hx2m3I4NqntyP02QFmy/ax4nnn6O8aRvOQpnuYck3kPiSYEVXb5KyBRNRPgjZyTq9Ii72JkZ0uFDsojNNNy8pMivLZrA0aeP2aes3FkzUEDQ616niVJIrc5NDwuqjUrimoV9X1I1mNBwSA4y8w8SwkZOTGUNQgSz9vWGMjKlUh2gMuRYzmFMQnMBNozTUtdZ4H8BJNv1rfX17DPp1dxpWareCQRmp/1OKVNWqkzphve9VFBtWZWij8FF4c+XXLwST8P70d2NIW5NNGRJCgKU1Hu/F/OCDJssE01kPPBK4QJIDI2GDmPOC9BOVbF8SkealK9I5qlGgzlqoXFP1R3RmpuUxECV+N0eRKU3dhAsJfDHQNA0uD1Q+4OqKxcYxWHZSaEBOHDrcckntA70WnJsdsn3bDF3lGJ/MOFkbzs02nD8/x+wXP8/qxBbstu2MbWrx4l3PosyQrOiyc2+Ll//qy7SHizQm4/zXzmDf9maKzjRFsZPR6kni/AK7eoqXn3yOYdGmKAPtsSk6m1ucfOjLlHkbWhY3HLGw+AytbIzardHddBMqrlAvr9Kb7FKvOPp+Ht/vMzYzRfQtRnXGcJQs7cFT1Q2DkahJYhCRldY12oNRhmAdKijKTHoLhIzTWEqMlkWAKColFTSNq0XpMKopy1KqKvNMJHCuwRpFVQUypWl8w2g4QluFa6RpKMYICwOaqkahsJsmQAX6Z5fxPjDZKRnbPAYhEtfWWF0ZsrBWUwcvGGwEYzKyPGPLZId2tw0x0oxGrPRr6kbUE1pLpzFRMOcmpMq4sQ6ksKyYxAg+CmmqoqIsS5GMRjAptkFbzS3X3YBvGu558klQht3TBefnhoxGNa3aMRys0itb1MurzJQt1tYqJianWcFxZlihDDSAcR5XKdYGI2YmJxnVjuGooiwsdeWYGethWuO40TLjbYNVa3SVZLvXesRw6OhNdhn05ylzw7waMtGTerhcZ3gUeaHQdh6lM2oWePp4Q55rvvF3d/Pm995G4x2bN+8ki/LeGmNSb6zGGiU/Fw82t/gowXYmqCSrVUlOmxq9VJQYASWBeHlmKIucVimzhKgJQUhRvEcbjXNIpaiusEqLIAzhARWaxnuMDiidUzsnccfB4BpJogxBYWKaDUEQhAaJz/ZWlsyu1gJfh0heynwKQeFdxbCJeN9IrwHyoFoPUfynvL49Bn2SmF2Q1QmjHVIaIVEYbWmAF+3yesJcWNeTBtEph1QFJm+cTQ8KhyEXG7QRpl68UinhMJkUhGiNsu0rwcd8kEEu8RRyJIysF5M3BOfkG5DiWvl8STIYkUE9WqrpTfVQK2u4dov+0nnaMzNUoaacGJfsfG+gmCLmU8yUmzC0CauBpUFDPXJs7nZp9TpUg1WKXouXFxSf+tQz3PLGHey4dCeXjLf442++wnRrjMMPvUgxGHHi6L1M7dhOWB5ivaIZRKp6QMEyYxdN8Pgdn2P3ZVdx7uRLjE3k0H+CMw8WxHKCerCGouTJu7/C5Jb97Lx8C+dOzrN5+05OPfscaycXaJrzqMaTNdug7rJr215u//BPc2j3GCdOL/O1B08Qt21iZeR4+ZmzTLtX+OV/+z2cXsn53EOn+Ml3FjShxPmGJumPu6UhKkNdi6qpDsiT3ngIhtIK8VVkOplOSPkw8p6OXEN/5Gi8Z1BXFFnGqG7o9tqowopMsGlQWhIlG6XAec6vDNApcyggpGimDQvLfYzWjG8eBxtxs0usjBrauWV8ekxgv8VlFtcGrI78Bj6bG0sns8zMTGLGS7lGmkDoD5hfHrE8qAmpBFqFQKuUIabQFKSHUQy4xuOjwjlP42TLVBGyzDLWzlPQWYKzUBCkKUvZnFuvvgofInODIadW+/R645SrK/SHI0b9IQWKpeGIug6UbkC1uMq+6RnW/IinHz/CpVft51z0dAyYskXmBlhlyVsdOhPjBA1VVRF0xphtMVIK04oMRgFbbKXFGWZnl+iWHYreNNNlZO7Ys+w8cA3P3/819l1/Iydeeo5LD1xCsF2a5dMUnRwX4bJ9O3nu4cNcdc2VhLKD0YZWZkV/HqWMIwsRrZMMMkbQkkLhA1gklyiiiD49uMg58/4AACAASURBVJ18TClFmWd0ygKbi+0RLYIK35iUmRMIlWzQUgiSiH9r1lXeGBqsMXigrpuNILKNzKtoiVpiMrKgaQg4xHehowNylPFgRNlntGI4qKibVIyUnNKjKiR3bBCISisI+j87/f1jr2+LQS+jXROjQUVHjJpgFNFdqD6WCFGRKxkrOR8uBHSwSbWQagCFQ0+RVomo0RnRe7SOuJDKwdejCpCsGRs0UTvA4IJgZToFjoeoCLHB6BwVROIk8I4RpiCmw2HaOmIi/4iKdpbT5FL15rQCr2h124z6K8R2F+8UtnUZmeoyUfaw0TC76lgbDolNw5Zei6sv28zJATz+7BI//IZxHjilWFpYoT5+hK/84Zf5N//zh7G6Zt+2UmJsz53Ej7eZmNpMjJaiDcsvf43py29E10PidItzTzzC1PQYK698nend12JiTdx5A36whsq7GBewxQQzB29i8cx5Zu/7JNYYTp2epFBtfGsnLZvTLg/Qu+pKTN/zxpsu4qo9m/iz+07zXddv5gPfO82ffOEw57/+eX7/tz7CsYXruPORBR6672la7YrRm/czrB3tTLiYTIMPiqluC9qKytX4oBk0NcSIzQwtmzHVK0BZnB9RN2JIWnMijXTB09QNtZPgtiLLCAS6hSZaibdWLmNlsEKIgbppGAwD3hnyLqiRI0YJpVRBYaKi1y2hlRFXBgyGDZ1WQbdTCpE/qFgdNKxVXuAmpdkx3qW1qYcukp2r9hBrGHgW1wZ4HO0yl4GsNaiAjdAkE9R6/opPOeciv4SYiiZMZul2SrnSXZLtqUhu5B6yEZwBdIb1ni3tkt7l+1lYWuVbcwusFm0WqKhQ5EBstai9R4+PMfIN2sPl1x3k3NISKysDQp6Rt1cJRc1YS+PDqmyuQLO0SDsr+L+pe9NYy7Lrvu+39t7nnDu8sV7NXdUTezKpZpNsmhQpimQoOY4mK4ZkyIhiS5ANQzECGAhiG4ID2/ngBEoC2AkMJ5YTKXIAR0kka6AUW5JJSaQozhLJFrvJ5tBTVdf86k13OGcPKx/WvreaQCB2gHyg7peu13XrvfvuPWfttf7rP9y5/iosTnCnL+FRhqN9NAu7LRzdukJMt0iLJW4kHF/5HOffcAHNx1y87zxxUZBuQbtznoPDV2nbEacuX2QnRa5cv8mZ7bNM246VkmmlJ/A+VPadNWEB0GSeP6tQkaUWIzqAdf9OGLeO8SgwriKroVThjZiXEk7RbIU0p0TSQnGOgCAaccGmiSLCEAcTvAE5ZRNQm5EKrKYPVdNzJOvoUzHqLGVp/ltqpmnB1bhSIGui5J5Fb9TyJjsGZ0tl54LtKOPKTPibP74lCv1KvGB3RbBOeyUkUTOSkqouTCs/C5QmKCUWCGL+zCLVxtV9wz5a1TbjRYtxkEtce1YgVC95rRODrr0swIq1X3+dLOBBq+kZlYWjJj8vanmkXhw4E0BpSrRty2I2Y3M65fBkzmg8ZnNvj17rhVu2mJ/Adr/kOGdOBiX3Cc2Z8w+c4ngoXLmuvPPRbT533XPj1jFPPLTB4nvfxfue+A847AsbCC/dOEbnBYmJxjuakUOWh/itLR5/9w9wvD+w/8wXOD86j/qOzfue4u5zf0w6mTEUpdtsWS6OSYsDvJtRpk/gRy2nHrrMaOMvcfzCM+w9+Cg3XrnB9u45xmfext/5ibfRjnf43I0Zr1454ec++jJvf+v95E74ez/1IX78J5/mgT/3X/DhL97iD37vGQ5feRbRBbq5TevniG4ypIQ6IRYrWlqEybhhM3Q4B6WYF3oIggt2c6eYOVkOLGNhGKoJmWbiMjKvLIXdyaheE8KoDcZSSMqsP6HvIydDwoviQqHpVjxsR+MzTj2TtqHrHG5jAih5NuBCS+sF5z3EJbN5z2zRoznTNg17GxM27tup1w6Uwzk4Z145nSCHhcWQKLkQaZiMMBvuygKTyrgRLDZz0ExOxg4pNeGsDQZ1iZqwx0TdUo31PF5tCRnE6KVN0xCGgVHX8ejDl9neP2Y2mzMkRUsyU7DK6qFYHB4IexubRGC+WJBKIQ7CSSocHR0z3phaV3zqHDHP6PxlC2txlhI3GU2INJB6djZ6SoY0nVKGga++/DKPPfoEx8sTXDfhWI+ZDIImj7ZdpUQak2pzc5PNsacJgU4smCi4CumK0r7GwtlottWosFj7N1JP0qo4VWiCo2tGjIInpoJWpoxmayOVbMIkylpZ7yu+b/VDyDFTogeXMI8ce25MqWYECEnNPkFRsihtMJ1ErDkFUc2zvmRFfYQkFO+N7YOyHAYE00m44NawUy6FGAfA9oWv9/EtUeiNsWaQiMPdk5pWsvIK70Qczq+wdFMf4g1T81J9afCVhrdabFV/+nqBZCwYvGDQi1e/dqdzjZCiJR0BJn/25mtB5cyLChQqhmthKWSPeCix1MWqdfAF4+QPw5y2HTFEZefMaeYnR9y9epPNC2cRUfpcUA187eYC1MY/CzCHm31hOHac2YZbC+X3f/lTvOPb72djtMGZM5t84drAbgPttnLzijB8/uOc+zOXufnM82xdPM/h7A4H115l/vLnOJaWSf8CRy99kemZ91HiK/hum+XsyxAHdB4ojGjH52nbC9COmN2ec9+T99G84X407ZBPb3Lu/EM4NyJeP+Lv/4sXeMu/9zBvP+e44TwlDnzxxoJ/+rf/AT/803+Pr9yc8fKdm3zsN/+A4xe+SONvQLuLBk9O0WizAotlYpESXaidbAAXzNnSJcd4s6OUhPOe3A/sHy24c7QAKv8YIaZIzor3sD1p2Jx03D48oW0CTdPAUChxYBiUu7Oe0AgboxExRhaajNoYjHM97ToWy0h3ZgttHbJ/wryYSrOt3jf9snA060mqjJqWC2e30e0xrNg3RXDTCZzMSYczjvueu/OBlM0FdTJu6JwthZcxmieOE4ITK6wxQzHnQlVBVkIhL3jn8S5TEQuCM8turYSGJsv6Gh9KIqkYDTO0nN6Y0mCLw1gCJZv7Z86h0jjjWt4/co5pcwpxBSerEJ+M856UMilFenYh27LYebG9VR7oi8OVRMGCNnxlTj11/8Nk7RkGm2aUSoVUbxF/FbMu6hDvePO5U9a4OMtuNXGcMajMod0eSQ22Lbl+x6JEjdUTztF0nknX0I68UR2r6jyVhGhhqDi5iFtrMITqWlutFFRB1IzyqlUuMSZyMagx5cqxF7GYUOcq0yuaejeYMjusiCIkcz8DNFlzlzKoWqRgzErpASmIr4eDmEaAP23L2CprwtGiRkS3gimAZHyNc1YUyYL4giOjYg50UgAx8Umujbhzsi7Oxok3bFOKKVIdFhkYiyA+Ia6g0YIuVnxt62sKVKEORQwUWjGkMGPjwQmSI20ILLMFZzixQOpRGzhYeDbaMaV1HN+6SbO1zeapHQqONAjtdESvjuCEBsdxvyQMA2cnHftXDzh7acQXvnSb2y9e48aLH+HhH/tP2V8o11+5xnc8coGXo/BHrw6cPh14/vgah5/5KtN2h7svfx4d9klH11CfaWns4Cw9i1ufoBzuINKxcepxhsWSGPfpth7BT7cR6dDjOxwez5AvRM68OdFe3CPdfInm0kVOXrzL0Y2vs7V1nk/+L69w+4ffzif/h5/nrT/54/zRP/pv+aH/5r/kcHbEh/7VJ3jivY+zePFTiB7x8Ht/iC/9/h/QLXs+9Iln+Mvf934WQ2KxzEQyG92IEKhB7yYWIXhIiRwjSQeO+8jRvKcJUhdwQszJvGlE2d6csjVqrIgUYTzydoD7zGw5cLLsUTWcVgSSClo8XQvzWaEd+XpgK9IKLJfMZ0uWMRHVFMtZMkeLBakoozZw7r7z0FljQc7cfGUfD2x2DdkH+r5n1g+klGogeMu0tYVyn0tNTtNaX9WmzGKoDwBq0FbwzsQ8UnChxQLvATySTDOQZZWsZdTSHLMVrGoa1/qWjVFmUIgEpGTSaxg/qqZUjjVzV5xDCbVomddKykqWujR2jhKUxpugK6aICy1TdWQNlR1jEIQq9TPepfOQMfuRVDN+cZmSg01NKNsbG0zaQBs8ofFrf38L/rbCm22LbdYnlaxRiu3Y7F2A3WlH0zijUCYlVoWsiDVuuRj1WqVU9St4b5MBIpRc9TulkONgGcXJqI++2M+LlSxCtSzwK4agc+CMpmmvrwLSmowZFi1fIVZoznYGgZzVMhm80Yk1O3KxzzK/Jvby9Ty+JQq9Nd4OIVII5NLTtq2pmfBQvUYsTaix0VLK2mbU+Pc1uERsxKV4vDN83RWzEB+SM6vXbFbFAEJEipDV1fDgWOllq/2A8b+LFsuTVdY3q0UAehpjwJJJBAdDqTS+YgTBjd0NhpLIBwMb587azZwd2QNE6OcsDx0xDsy9oyxmNCIEaZgNkXhyzKX7NujyNhcf/Eu8PBM+9H9+mre87TJnzoy4tr9gOm242Tj6OGd7rCxOXqRpWlMxju/DNQHRBtc29IsjJqcvUwZHd2qLsHuKrhtz9/aMc6dGLIaWZm+HN73xXeydOc8//+lfBc6xDAMX3nCW/ZsHjHcix1f3iXd79p56P3e+fI0LjzzI8bNXOE4tX/zSLfy1F9h77ByuUYbhDk//0H/CI4+/ie3t+/naFz7C//6r/44f+u7vwHvPoIXWQdd4uuBryAgWEZYLccj0MZu/RxImbXU4dc48Y6rfS1E1W+tirKXQeHNGFeHW3RMWfU8RV7FdpU9W0LY3A8cnkaYLtPWuKCKQoRwPzIZEzoXJqCNKJkU7REahYe/0LrT1Yj5ccvXmPk4dG5MxLpiVQ0pKrMvX1jeMG19pumbdUJIxQbQ2FdYdJkOAspERfBAaLzTB+OSWd2p4saAsqyo45kjrPU6rRe5aig+teHqvdG2LU8XlQs7OilUtVEJDcoXGVx2LBFIekBCQkvDFYjidONquQbNZdPrqke5pamEThNbYIsXsgBsco25EcHXyruSHqLo2d3OuoEUJXaBzQuMDzlsAuPhQC4Y9xLxQkGyTYCqWsZpSomkaxl1DG6R6YsGQCuZRIhWHr+3c6mAottwPTuoaT9aq+FLMHC+rMsShdtdaw90tY0CwCS2nxEr/ukqK8r7WHBFSMWW3lEIvGZFMLIXGFYILa78bE+exJnn4+n5RiSKv9/EtUeiNJefsF3eWrKLZPsBiC/G1L7RTOxEtSg7sgzDZsGIdu2Ap77nCH6o2CjunFC22MHWC04jZFwBiE4Lm1RK2jqju3nZ71el779dwUC61sxC3lq07El4sPMOjHN+6w/apM7SjETgzZeqHnpOjJaf29hi1ytbmiNgLiLLotjleJKKrHP0hMc/C7n17fO53vshJTEw34A9fvsJ45HnHoxd5bjbw9sfPcvs9P0i+c5V2NiOIMgxQ4oJmY5f2VMOkEdpzFzlZJGbPv8zugxfZ3p0yOE90dxmd3eGvfte3cfWk50PPHTF77muc3TvN/tefYeP0OW4f3+Xml3+X3YvvRdkmDwONj9z6+O/SbJ9l/sKn+Lv/8G/ymx/7GrfvCuffuA3S8eRf+6/52M/+cz7KB7lw+TTbWxeQrfOkkshZQIXpqKPxniFmxFs8nhRltuhJudDnTOc83cgx9WOCcyxjXV5SDJ4phdlysO45K20wIdatgzkxJSZdQxKzGehTIQ89e7tbHB3PKWQ6b6EioRhHO90+5s7h3FgejWc0CoCj10woyu7OBmw1gLJ85SY3TwYSjsunNmi6hpQTuY+mu0Dpuo7tcUto/DpUPlo7XS0QHCUmlskWdjkX8ODFzP3apsEFR1sl/U2wHdYwZLRkltFw/EUeEOfRVLtIqZGMXhGX6s9vaFxZp6LZNW2ddyiwivcqOeN8W+0FnE0gTi2A2wWkMeFiDIHi7PWoGm0V11HyYDex80hJSM1Jdt46aBy04kCMWpizkSGa4HDB04SG4K2Trz0yZYWde2+6h+p3E5yQcLRtS9s4vDi8eChSTcsq5CIJLe5egddcl68Gv85TqkZlrma21j1QKuSSiKv3i3tThIktWbNvVMBxz2Gy73vaEIwfX8VuJau9v1IIttahL8M9Ro142zfIQBqMaqnZtA7k/nXX2G+JQm91ttTg3/SN+bCVx74aT8HG86LOyJeupj4VS21RKXhspF95UVixXo05UncCsab5FFak7SxqkBDOqJkVl6OaLayEVSVnGxeLXRS5lIrJr3ysWafZNKFlvL3LsJyzffoMy9mc45MZ2cNk9xRZlC44Rq1nvwQIgT5DI8r1FPGTDQYXmHQNV1+8y96bH2D20jXe9+7H+De/90WOrtzlv//YPm/7sxfY3/HsbW5y4c3v4NaVa9x89hnaZsLh3UPe/G0XWOzssjsZEZsRX/vwF7j44OO8/d2XuHI38diOIz9+iX/3a8/zc/nLCC2jiXJ4fMBweI3p2W0ChcXJITuXnmTY/2OaU4/RX/kKxy8+DqPCe77vKf7NL/w6v/DLX0DvvEiSzJc/+HnOPvQ4d7rC3/wHP8Xd0YKP/Pxvw9YWhcRQCqqZ4O0wnvWRtnGW1OhtYhuGVENGLHXMCUY9KxYQ0TXOvNGDp58tOFpEEGV7Y0wZEtfuHiHOMx4FHA4pdlPHIbM1HXFw94QFA61vCUHXasRSCvvHS1NTirDpA2Rlf7FgmTL3P3IfuAgKd1+6xZ2Z+eqfmrQ0G2Poe4Zo3a+IMO4c47Y16CfnqtJU42V7T1FwpdCrLd1K7di8OnzwjBqhbRyNtz1CLiaky9GK45BM1FRUaZxh74o1NgAtnmVIeAGpVOHgbNGI82hNUQJQX1g1jFH13v0INN7hfaCRllLTuIIGo7u2FiSjlR5qDVBj3k5OkeLJ+DrtghPTqjuxOoAUmi5UR0rHKstZS4VusV/H3jVPzMVCi4o1frFOG5YzYBv2GJPtLzCqtWotsAhSp4CsZhZW6kSwcpKEaluN4DFvoVVRXzWBuU5G9k5QO3e1HYsorVR/LVWWg1lrFM3kZKIrtfPVpoYUIQsxJpKClJ5CIcVCLpGhN/vrkntm+U+ZTbGYPskOr6Q4V1hZLTtRG9nqn+2TtjQh9TbWKglfF7A1yvfe9xYLTV55T3uEXKxTWLF9xJmf95r9kAMqGc02TrumOsYVG/VWBkapmqKtLErBTmrvGrwr1bDLuqXNvdMMx0fEVJicOsXQtNUrvyGWhE8DfXZsTTtmC6Un0jUj1DtevXPAY+fGfPDf/gYf+Ikf4sUrgd/52LM8ft8u3/n++3np4/tc2Ir8+q98hnjtyyze9R6ufvIZfvBH38Mjj1zk91855JxreKUU7rjA5Z0pZx54iINXnudf//oRf/7dj/H8ifKJf/tHvO07HuXOJ77GUVDOnN7k9qc+xPYbHuPusx/lvqc/QDkc098+ZD77Otu7u8hmYH79Y0jOzK/fJPTPMb9yEZ+uM/RXuP9N7+DZT/4u//7f/etsbjg++MnbfOdbH+Az1+e4ZeLgZM64HRsMV8fjosFk6lroM8SshKYuHb2FveVkPjdd1+HHnb33MTL0mb4f2NxskByZRVtOWmdnk9/ICbl0hEY5nM3IuaFpW1SNarvyz8nZbmrrJj0rO+Ez57eNf+ls7I/X7nK86M1/xSmbG1MohZghxohm8z8NobVF/+pnVJhGfLDisFq8Vk2HZEEapSHgvHHn24rTI0rKJjJLg/kxebEJ03kLQ9eKfRsU6SjOIgj9SuofZA0r5JyRcC8K06BUa266WtAKyQRoKRF8Y78T1R6iPla6F6iYt5oQEg89QhBFSkJXHXrdJ5QMzpupnbHq7BBaYfKrezmrseQsfKW+dhVLkcqWp+pE8G1DycqQzaZ6dXA7lIGCKyszDFPNrunWahYnrDQOar71SbMlWUnlgDi55xWfc80stiktVmtszck0IWUwO2otUAqLWKNQi9Y8goSQSdHEciUpMS/R2NP3Q4X+IrkM96YQjeTXvO/f7PEtUegVtZ1bBrBOxInaSO8diGE6qq52GZUCmWvWq5oyVsQjeYS4wToNgXVDU/z6xmwa8/EWb+ZI1G191uqSKXbKBHEVm4PgmrUnuIVECFRalaijSFUvamZZjOu6Cj8oTji6eYvt8+dwoUNzpMXwyZIHWimcamB+NOdcn9B2zEEq7B8u8KEB4FOf/goXLkz51P/8c2w/8TT7z36cbvI+/rdfXHJwc87Gk9/Otz39ADfvXuBdl0/xwF/8CQ7ywKfvDLxwJXMlJL76G7/JZNry/PYZAj3DwR3S4ef4yLUXOfftT3F2BF//ld9i9PgTTI5nuP6A3YceZ3brJpSB65/+JYYSjastkcWNj5Oz4/SZp7h1+6t85qO/g0tKXn4VpwOiU6LssHfhNM///lUe+O4Rf+GdD/Gzf/+jXHzyPkan9/iV332OH/2et9Wb3m7mzq/sej0uJcuPFRvbrRDZBNaNzOmSINAnSswc9T3tqCVGwQVoAkyaZl0UtDJiNlthf5EQjL0ieHQVE1c9R2KNhEOEUecZNyNiyeSTntF4BBTi7TnXTuYMwwAhsDndwHeetFhyvOjNXVKVUdvShWB+6aGg0tAPwz27XbEl6tDD0CuLPtnCtQSDaoJjGhqaNlA0s1gm+hhZ9mZf2xXwnTUojkJEkVJI1VYbWMfUrR7iTHFsv6Jh3N65ta+KVCjCi6fkyMpoph2Naodv98Dqj2CTuawgnyJrhbEKjE0lgBO7pi0gBgjW9a5ZLWLRkevciVyh3VIh22LYvInNlFhhmzUOXvFsUyjbtFOKoUdpBbeorG2hS53wRAtZ7Dq0s6qalFUdw6KsrqFCdQo25XyyQ2RIdg0KmWXK5qjJChLKdepKxJTJQ49oYZ6WDLNELpE8JJIOFkjim3V1LERyhtZ7kiRLWnUen/60dfQIThOlmAWCSEbFWzguZuykFj+FqMeLxaspphAT1ZoMX1C/NNYApXb5YqczhtFr1upvU5NpqpWCSjZ8X8z6ABfJFQlEM7lU61Mx7C04V2EHrVh+AAriAyMRhtQjITAKHt91NMWomU2OxBBwmoyEKR4nhScf2iOU27x4Z8ZJB8MiQcw07ZgYHFsXLrB34QLTdxf2r9/ioe/6Xq4cHPOe97yBHuEX/9dfopSWUoRf/uhXuXT8o5y9OOLLv/ZlyoZw9/rz7Gx7dFC2dva49spzPPDwKV7+xCdZzjpufFooyxl3br7Eub0z7H/107w4O+Dcg29hcfsFyLfJTvBqlqpCi8iIja1HuPj4Ixweexb7f2jsp+GAoZny5//6X+Wxhy7w4U9e5Plf/+/4lS8EHvjAjzDaPYLFlJNbmY9cG/gr3/N0fd+xG1xtiR2TFZxU7EJNdrEwdlUZ6xu7e4eEaqGPg01wMeODEJqGTiGlhiFFSmoYdXbgH88HYuopWRl3Y2LqLVMgJxrvbRzHikYrQudbmkZp2ill0/yMZtdOuL1/wDKaVXArnu1JAylytJizHGzUn3Yt46YyeUSJMRJLtdrW6saZM30uzIaB5ZArA8XRNZ62adgcm34gp0yfrMDP+t6462oph32y0HMVY//EbEyPnC1UPIqFWXQSmGsxg+S6HwPwalmlTjxSoBW7tu3z9us5eX1YiOkOwBpirYlMiMn+XVh1nAadmvussdjse9hCV8TsyB2mDwjO2aLRra6FvDYS1HpYOTVdS3F+XeTvvS6DTvJ6OjFaha1JVs9Z1QG5h7GjiGaG6vGfqzK5FKNYp5jrLtCaDuvcdX0QlCQM/ax29Yk+DSwWC9KgaFmiUkjR6Nelki5tR1DtVMR2CtJ6PJ4+L21a8vY7xZwRVbIkymAU29f7+JYo9ADizWfCuZX5WKniJFkvXV1dtJZqiWCQiTEVitrS1RzhEp5qIVyjCF2WtWBKtEVJtcAXAo6oRuF0JLzzZLWbXZyp3bwKtvBX8+FJFjxetG7wNVo34azjCt4TxDPyDWk+Z7yzQ2g8Q8k1JUZQF0g5sYxLjg5PeOqhPTKZL83HbMgBsVWaTmnaEX3p2dzoGDcNk+kGLz3/PGe2A3t7I3ZHLXe/+32MpyMkBP7ot87xjjfv8eHfeh43mTEJLcfDIRtnLrO8ep145xYTYP/addrdN1GWh5xc+yyTrTNsdIH+yheJiy9w5uJbOLn6MUI84PF3fg9b5/8MX3/hK1x95hOMpkrrOmTjPE8/9Raef+aEZjFikBnijBN+uEj89ueu8R3fdpZnf2NK2wVufvY3GI8voTrDFY/bPGOfj4gtxQTzn/dWZJLWZZcrDEmYtA0hrG7WYvL2ypRQhTgUJqPA1qgxewA8MhsIXnDBIBONnpN5ZFlgo3HE3ON9MP51ZYOIKiEI41HDpAm4HbMhBnNdWtw85uatO7Y0LQZNb406QgjW8WWhHxJdGOGCKTVR69SLWsEXEZx3DMPAMmXmy8RyiKRUiKkQOo/zmKjKg5AZCizjwHKAHGtkpUgVFzo0ZrJTYq+14ZZq11sDfFTBWwZtTvcCtZvg6IdEqJ+BrGiGwfB0X9OZvmFfVhOcbOlo4kYVw6W1JnmFxty5SikW7O0tG8IID55a3lHxFpEXPF6NXqhqh52r92IBvMvVBbWY9qYUExoBVDjMS01kMgqNOdNCbRqKTT3FAl20VNKFGPsoJhMjiRb6kslDMnilWCh8SZnF0KPZkcpy/fd9yWgf6VMyKxQS81QYiTWi0VkNW5E5BCWmCgM7q02tZJYCLiuDs6my5IKow2tvuRoopQQcPXH4U0avrBMajqZSmcz4iOKsS1BbHtU5GlBU0xq7VzHWhnOG3ds6Vtd5orFYkjpQT27bVtsN7S3RqmLrq+XK+qUVR9BcE6cElYCvAcBgzrqlmlAJDldMvBXVbsKmaRhvbJBOZqSmsUJCRrWydZpAdoHPXz3hzNbAwxdOc9kJz78amQ6wszXlqMDMb9KNWq6+9CKNg0uPPsDNF17m45/+Els7u1y4eJavXj1mIsec3zjhXaTQfwAAIABJREFU8PCYMrtJwnP3aIGLPctrh/hJy9GVj4AmFn7EZHyestkxjtsc3PwjNi+8jf2XPkETlNn1P0YksPB7PPL0+3llvuRH3v/DHJz8h7x49Tqf/qV/xRPf9U5++2vHFE245iyUI5p2RDseePGzP0sor/Lrn3VcfkM2qqsvINdtYbeEeHIa5APmD1RMBdoEYd4rmSpZkEKfTEUsUpWMcu/mTsm6sHksqM9sj8eMRiNUe6Q4tibNWoSmRbh5MiOrsjMdsVxaN5bSQGiMnaHOmoONUcP0/ClcgNVCHiL9lUNe3D+k1HFcXKDgmYxalMLByYJFPxjv2pmCuk+Z4Izh0ThnLBgP835gMV+yiLAcEkNcgjqct/Dw7WnLqGnMz8Z5hmHJcrAw8OwcQib4QMypbjMTqv4bKIZCItcg6VQs3WhlGhd0lch1b7lInTJcCDhVilgzI+JXoBCiVjyyt4k4kup7ZPekIBbFiKDelKtUSwnnW5BCqVGSTmvkXt11rRbCK6gtUwgBNFvymKDrKWQlmMo5oipGzqiLz1T3FJXuYYWV2qVrJsZM6RN9iuSSbJcXtUIoiRIjyyHSDz3DcknK2byyakCNOvMpUus3Ual7AGeUbl/95CXbsRTEbBDNIbXgxcggmqF1mSEFlCW5BMu7QO11UpAccAxEyUaJdaareL2Pb41Cj23VBUWLiUeoYgeDS2x5tKJbIopzhmFltSFodWI7yYbRZdbdismyq9lxDXdeBTb7YEye0EBa+WSoAXBBbcFbaHDOtt1BFBUDEkaNvYbF0BOTCaWyNwFXUUV8oK0Y+2h3l7JYkCcTFCGKUa9b5ygpc6edcHK4JPsFj5w/zdlTme7wBJePcM0m928r42nhtF5gayycP7vD0UNnOThacv+De4gGLnKXsw88QHrnAzzzmWc5fd8WVz71BZyMSfEG22ceRiaZzUe/h5MXnmP5wsc4mr+CphMaZ2rPwysfwwVjRrTNBPFb/Njf+tvsndnjvgT/4r/6GY7vfomg8N4f+H7e+rbH2G0dt5/a45/941dovCN0e7SnZ3j9Y7Lb5OjoNmfObtH4MRoPaEdPMM+Fb3/rm/jDT/4mJSdKaNaY7FDymj/cBL/+fNvg8JLxrqNrasQalrw0DEbn2+w6ulFL0YxzLeqFncnIGA9xoPWBjc1TnJyccDDLtE3geDZnYzKCeqCnYipSaUKFH0yi4pJyeOUuNw6PiHHA2wlAKjBuPWPvKDESY7GYybVkxpiKuQg5F3NBVSH1hT5l5tkUkMuhhtCLx3vP1nRCG+w1SIaht+JkbpqWpuQxSilJGJJBCVps6ewbT8qDJR5V+qA5L1Zoohj5AO4V1VJsCm58sPtPapazKlpqwcduTK17k6SGu6vWYi1Sg2DqMrtOa0ksjOdeILZW1s0Kr0+G72e/piWuTAdzukdnBBjWhaMyYIA+xupCS11sW4pXjhFR85sBqwMpJZbznhgXLKI9R+t7sUwRSXUZ7wuteDQYWYBUC7uDkhNtMDGc4O4taosyYLbJucRqjZ2JucH7Qs4meAqVMq7OVNAOe83IQCoJza7y9AujJrPsE86Z7oOYGfzrL9/fMoXe2oBS5cWpvjkO8GRN1qNXL5RcDc6MKuUpGs2XnJVwqmY5YnQql4XkPSvSTinG2fXOhFeCR5U6EZjathQQZ+OdC4IrQlktjyqeB97yZiu2Owym1my8IMFDinShwXXjamiWmd+4xnyInLr/QRPkpMzWxibP34ocfvUqvOESp6ZHbO1ucBiPcM7z1IVTvHRwQJ8Tjz1+ji996Wvsv3jM8fGMNz56mQ/+3x8hpSP+4vd+H5/9whcZT8dcvn+Hm3nMC4dXac4+QBBheftZhsVX0a+dZ3TmYVyzTR6u07jGxnlpzP41jChuhI6mtDLi//i5f83m3gX6u88z2tljc+9tNJMJn/n6Ar10Cylw7tRpxlsXiUc3gAmk5yleePpt7+Mzn/4IixPH93z/9/KhD/0qRXqeesPb+OjHf5txI3Yjdh2oJSyJlrq0M9im8d48aZxlxnaNbVnXuobkaFpHEGjaiVEHW0fJgtNi10A7Ytx5dNTQpUK3cYpw64jF0LPRbrKIvV1rxdhWfY54WW0GHG5/xss39jleGq4vxah8znkCQvBCLEvmfWEeB/qYESm0bVenTojJuvucCykriyGyWC5ZpIIme5IT8F6YjgIbo8CobSrtUJjnRJ+j4cTZEZwnSwL1FGdFLOdMlkRwwTgM4isEZnx5i0s0Q9BV4VzDN95jyhKQ4HCpIE5J2bzbVewAtm7a2YSktp+gstdEnEE0K4sB8wtGa1Sn943x5F1ANIIWUrEdnaoyZEVzXO++SilortNgyfRDIZZETrBYnqA5E4LRVbUUUs4MpWd50hPzQOsdMdefTYW4ChUqsroSpaApE7VmYpRs8YMeayht0WFKeLHpwKiZiZJSZRfZ4hWEJB7J5nqLGGNHI6CJQXM9JWDIgy1YMBpqijO8tJaxoRktEZVCTo6jMuCThSc570l4s9p5nY/XXehFxAOfAa6q6veLyEPALwCngD8E/oqqDiLSAf8SeBq4A/yIqr74J31vrdv7jCM4NTwdkKy4YN13gvWNYL14vlescwMkclkFhTss08/w1uKhSMarGrMCxbkIpUOCXbwlJUIjFK2qTG+FxbnGmPVqcWFJBJcLeLv4R65l7gqriINSzBLBVZM154VGM0ECpW1xh3Dm3HkDjwRaL9yRxARI589yNyZeOeg53xQOXn2VZfG84b5LNKFhdryEHLjv/BloYeQvsdGNefuTb0C7TXwoPHD/Ra7d2mdvusELn/sKRZfI8hCNhTRcsUM0vsDRi1cQlOA8hDHee3zYJIQRYbwNk03CeIt2Z5vxwYzN+3fp5H2EyQT1ASFzxo35yle+gty5wjN3D9jauci8mzC79Sm6CeRWGDgBER5801NstC1nzz7MI296gqOr1+jCiMwhx4s508mG+dpgzqDeGeNjpc4MjSN463RpAgQFcUjM4IVJ1xqc1npMzmrzQUnGwXd9T+PFwHQEHRLjUcv25og+RdqZsuwdQ4VXpFgBpHjS7X1evn7Ish9q7OA96EgLOJ8Yt9sscuGk7xlirtRZw7u1KEMeyKrkYiyuOCQWuZCijS6lLqKdMxOyrcmUrmlovBIT9MmKSkGJ1de8lELTeGtGnDFVigqOQEmFUotbxlxhh1j9cvyAlNewb6T+u7rQdCKgvhrK2c+IMdVgj3sxiQjkZHYMr02EkxpaXSpGnooR3ooWSlrYwYMdlF7NDMwVoxbmnBliJMfC0EcLbknWqQ9kXIFFP6BJ7XBvgkE31J3OoCyHhMpgSt1SoZus1mwlO5BSsUW2rpe2tui1rGGD1koxWmMIobrfrpbOSkrVNC5BFKHNVSAV1O45WmPVRZs4Si3wWSKCp6Rkou8ITqNRPDPkMCOp0paaNNY2KD2hQPFCp41BWU7rQvr1Pf6/dPR/C3gO2Kpf/zTwj1X1F0TkfwL+GvA/1v/eVdVHROQv1+f9yJ/8rZWamlqpihmvnuwsaYqVWtWVWuVDxRGplCvrUJCMKx6VUgtGqaOkR8qKOkm9KAPic5UTK94HO4/FvJ+FugzCaJYqWn1VMtk5AnVZK+Zp0zQNi2Fp4pHkwDm8a2jbFvWBrI7FyQmlm5C7MU31/XDq6FWRqWPKmMXJkhtHJ5zZHjOZbLEzHXH72qvMfcARefnqFS5fPM/zzz/DRz/+eX7yx/9jehGGO7eJeyPuHs24fO40o+mIXO7g8iHHN68aEKaWNyl+k9aPYDShbbeQjW3G4zHiRzTdBu3WlL7AZHODlsTi3GncsuCmDSdH+ywVuuLQcMh999/P3Y0NxhcyOS2RO47xuffCcp+2/BZf+uxH8VK48cJH+ODXP4KIcPDhL6EyITmHd6f4jc/c5Mf+3Dmc5spfLmhSRl1rn6UIaCAER9eGKrAD0kAesk14apOVRK1ju0FxKZsQPVfDrYn2zIfI1DuGnAiuowPoxogMSGqRAJ6WQuHVr17j4GRmB2VRw5brVWtOpw1D8kDi7mHPvB+M5itC8IE0RPqqASiqxGRZtbGYYKtk87QSgU6EpnWc3enY2+hwzq6xZVowX9qU0M8tQhOv1evErj+qfUGjwlB7nZSK2d96h3MNo1Doh0xMBgcgWoPszU7BZlRvBWSFqXvzfzcrBNt8oWl97ePt59jDGCqlCFkHc4fMGXJmSGpGcDFZp5oh9QOLtGQ2HyglWzhIKWiOZsVbzNWUbF5G4mza9k5xjcFhWnNUtQhDn8l5sdYGrGjbKxdK5zzF1T1PtvshiwnvUk44b8vPoQg0gSDWaRdNFCfG0qnUSkdiUMApXgNR6sJ2Ya+l6BLEIDznlZzMALEkRUKmCZCjkFJvm3bN+M6Tk+0/krODL2RvdjAApTCUiEuOOBSizl938X5dhV5ELgHfB/wj4D8T20R+APiP6lN+HviHWKH/wfpngF8E/qmIiH4Tl/yiER+CcVrFGR4ohvMR6mpVFTK4inFqgeJKxQxDpT6aqKU4xfmKxRddO/vZeCl4NRdLK/+2gHMIIgEl1yJfVXnkSh0z5gRqi0JbvDhaAoRCSnFtTGRmCMq46dgQ4cQVwuYGo9GILLZw8oo55iGWZ6tKPyzp85jJaArngrE+JhuMadiUwsFgjIV3PfFG3v7o4yxwPH35Ek6VfYR3PniZrvTMfMvlt74ZPBy88grD8hAdTnBhwubFB4iH+4RuyiJn+mVkemqDYdkjOnB25yy3bt9ic/cCt19+AZqG6c4ZlrePaX1iun2K4+t3yX5Etx2Y5A2Kb3Bpyca50xzNI8uTOekg4sKUjd0HKc0EGQuiE/qjOX7a0fQ93aTjxbKJ5p6knrLypq94vS3pHEUzjWuq9X+mjwMxZmaxEFBjWlSqmqqQcqZpMAfJ2pmmoZBj5mix5MgFJiPPrCwtpEKEIJ5GIFbowSNcu3tQL9CCU09f3TFFALWDyIt1n/N+IA6KSmQ86mgdZlkgyhALQ1Vd9lHNK0czQ7adgxMB59jbmLK3s4vzCjFzdDLncDkwxMTQR6ImW9auVJnZOkWtsMF4PGFcr984CENONWvX/FrimhVS1oLBQFWJYri/Obba+77ithu84ynF3CBTzkjO9H0iarIinc1NM8dMGhJRM2kYSMOSvo/0fU/KajuKnCnJ7juDPpLFcK5g2ZIqzTKRaeiaSoNWW4CiStSCz0LxJgqzwwWrHVj+Qxs8Ik0lUxRWASQr6HdZDO921WXSexhKQeKCZQmg0e5P6meeDaOPFWoqueDCQJBAVJAq2DISpSEQUhxOe3LCfvfk0GLxp87bpOMQyirghJacMo0LaMmVmVfrjeSqMQl4XXHtv/nj9Xb0/wT4O8Bm/XoPOFDVFUp0Bbiv/vk+4BUAVU0icliff/u131BE/gbwNwDOnTtn6VAVM5QiIEa7wgVr3xSzDnMNNjVmaDyuBF7rM2Ef5uqiqPSl+jXYBBCchQbYmFlxSqyLF9Wq7jNOr1tzVb3tB4rHsmtT3SHYgtf7hiY0xNyTUsKFsI4986EllETbbrDQAnGgTxkfjALaTiZ4CkfxgMMvP4M/ez/NWx7g2zamOJe5QabrI64/YqNvaLsdrn/9eXIWTj36OF977lmO9w95+MknuXV0l2c//zne+wPfzd5kwuzxJ2G8Szo8Yej3caMJG7t73Lx9ncmZi/SLwu6Op51sIfkQv72Bbu4S9w/ovOfCo09y4+p1ZsPA+MIZxp1HSsPWk+dw45ZhgLC9Q0eC3HESEzubgbtyh52d9zObBkbzBUcnkWlokTJnU+dcnHimpx1Hbs7ju4Wkl4BVEDuMO0cpildPiYXJtME15qrIYF4jh/PEIg60dYFeimOIPblA0wbcQo2WGKqxFI7lkOhzYTzOlOJIIrZMdIbxlpIIePD2b5IWfMo415BkRQt0dv2UZL4pLrBUizks0uNoCQ6m0wmNE2bL3myHU6JkU0CuPFaCbwGlCZ62cVzYnRiNc9lbkZ8tOFpGo0JixVGcFZhS1IbbZMKrUoR+WBKrirOo4NtqYeAdoyLEYhDSSoQkzq155Ot7s2AwjLODJMZc6as1Ua1klku7zvt+SYnKMCxNHxAzKaWKr6d6uNxTAjtvfjGq5r4JmZKgbTrQTJAWsIWliZscWSosG42tYvYiwUgbDiQ7NGVSyihmF+ycrK0HTPtaDcbURFSpKEOCpmQSBS0e1WjPd95EmCWiK/WrZMiBrD3Bt7gQKLEmU8VkiVQpVafJlpSHtRNucglrXSIuWcnNORM8EAKuniK+ZHKE6Ae8OoZ+RtLayHgh4Cji1o1q8n9i7/wNj29a6EXk+4GbqvpZEXn/6n//vzxVX8ff3fsfqj8D/AzAE48/oe41F5y4puLwzjroysfwzj64UorlN1aJuuDN75qVIwWAr8XfeLPefhcAipgdsRNBq6pVnKBZjb6kKyqfg5Ir9cysFFQ8XjIlC95VCXux7XjXdAyp0MeeWLtLjzBGOUyFV1+9yt7F8+Q02AfaRzZPbZsLXhsYe8sUZdIy1sgnPvlpZsdL3vVd72Z5dMhLV65x+eFL5MUJ4+0p09GU66++yoMP3cf40Tfw3Cu32Gw63vX+9/HLv/cS/WSbZtqx+cAlltduIssJGztb+DZw+R3fycl8yaXTpynLJc2oQ7vLkAJeRpx77I3MSoYC25fuoySgVEqf85zsHzHameKLZ+wTUNjWngtd5tQ4MtlpGHctnRh7Z9w5Rh5C05nNrGsJXmgb8M6jZFIxC+DgjAmlVVzUtGaROwwDJRlVsR8seLvPmb70Vm+LsIjRxvxBCFI/82INwLRrSaXQNY2Zhmqk9JXOV4ba/d2zxEAViYnivWk8gscQDHteqjBgkEJOhVlM5OTwPnO0HMh6xKTrWPQL6+hT5brXa9h7bwvbpsW3jr3pBFrPbP+Q/fmS+WIgZSFnIxXEVN0d1ZGSkgXKIuJwjEaBzcmI6cT0GzlnTpaRNCRcq8S+sEyJlA0narxDsd+LUtYK0pwMV8+qxBwhZYY+sYw9aRlZLBZoKfT9wlS5Sc3vxwHF4A5ec6+RjR7tMQhJxWIagxP6MiBJ8E7Jaagc/UgRO4hKyWvWXF8iY4GlKr4I4jL9cI9TP6REpL5+NV/55KnKXOvkS7G+NA7GeiHDPGecS6CJ4kwsRg0HWYF0WjLFWf5Eq4GYEhIHovME7OAwo0UhacYXC0hPmtAs0DraRtDckNyAIyAxsIiZZvCo64kl3WtsXEZLsK69OJyzgyqL4iTYFFTA6f+/gqnvAP6CiHwvMMIw+n8C7IhIqF39JeDV+vwrwGXgiogEYBvY/5N+gDFhbHnqa2KTHXKrtJ0KpxTb6FP9uIEqYwacCSq0LuJyHTWd1jdHbBRdcett123/deoYIgQHJdpFb50H1l5KJmcbl1ZcXxcwMzPx9sarw7nCyDuG9BofDCe40DAcHrM97ijzJVlg5D1hOqaIUS1DyGQvnH7qaSabIz7+uZf4wXf+WVLM/M7nXqEZdbzxgYe5fvOEk3HL7G7i6p0XaXbO8pFXbpGLMFvMmUwnzL94lfF0i+XJCdf/+Dkm585y+oGLzOeREjPDYka7eYqdvY48JJrJmDgMqAQTzqQeZnPG04YgkUZhFDKj4GgbaILAXsAtD3Deo0S887RBOT3dZBwaVMyorfUB8dUOQgSk+qLbTEsuAS8OTR7XVjtXEfD2HjbB3XO0FIMRFn2mz4llyuZ9UkwgM8SBIaWqjzB2S0EpSfEBjgdjczTek4uwmLP+nBpvC7Nxa1ODHezVAbUU8A2Is+stWae5MuRSCou+dsVi9hglRuZZGGINi8/m5xKzCetcCIQgTLoJZ3c38EDbOg4P59w4OGG+NBiwZIP0Ui6kOIAEms7TNI7dzQkjX7npwZa/KRaOU0+MuoZtMkbJmy0XRvvFEVMGjD8+9Na5xhhZLpfMZjNOjo5IKZFixjUezakuNu399sHhnNIEsDJuhdF7v56wtU4/bV1i5pxYLiyKL9fPVymmn6ne+c6tSAyVk6/KMidElYWaL3vGEudKrlTqYsr1nGypGahrPPF4tesslUxOqSY0JTJ1ryNKUqGpJnGxRIJ4W9YOnnKPyAlSWK6CjYpAGjiOPeN2vIZ2vDMrZSXhNJC8EgZHklrTSjaDPimkEm3qUYdkRxNsn9gFSMXqXdc6tDSoV0JKZCK+eGJijUa8nsc3LfSq+lPATwHUjv4/V9UfFZH/C/hhjHnzY8Cv1n/ya/Xrj9e///A3w+e1AierN1PqSWUL8xWlyYp7Ul8pkawlzqLm5lfUTl3j2VuWrBbBuWqdoMGwT5tNjXYnoc4bauwFDymbKAJnRjkWNWiLH4pQfIHi7+HCan7gDnBtQ5sTfUoMqdBQ2PBmo8p4gm8aRpPxWhTifSDmwkwsezJ7xxjHUTvlX/7hdRTH8f6CGA95/qVrTIg88PBljo72ufHqTc6Pdzg5mROawObGlLuHS+7eOGY0SfRxYPv+S/Qnc17+4jNsXHwQ6SOjDnR5yKZvkabgtODHhSAREU/jAqNtWzw3Nb7OKRU3rf7uKH7sabyHOoG1TUPXNOY6WEO8jW73jQwP+2wTjmpkJsmsD6rPSBHzNwnO0waL0xthUYCpFGL1GAoCrRNiZR9kL7SEqoo0Qcki1/1KZbV7b13x8cIMsFY4d9M0jPE4l2hds1ZjD6WlcUKrzsIeKvMkazaedGXXqN7DgEv+f9h7t1hbs+y+6zfm5fvW3udU9cXtNlbb+JLElvxEjBU5glhIAcexICYgkBFSLEBCSCARIaQYWUJ54CVB4SGCYAGOiEPAESIRlqIoMYiEF2JIfDe+tTs23e5236vOZe/1zcsYPPznWufYsrurnHSdU9aZ0tbZtWrtvef61rfmHPM//heIbpxzIw3R9OTQIxxYHPfgwbbxez70Zdy1e2bX6fKzbzzl8ZPG+Ti4b43bW3Hp92Lkkq/X5fZU2ZY3+Tkm1kOOh12RgOc2iAUXAdzf33N/1xizScl5DNw7ozvHcdCOTrswYuaURYcL4sy9LfxamoJc9LmcPq+ZD5lEy/MKv8712SOM4Y3ZpTTNtnpcUwVa3irVjOlKzxqzM47BWB76F1785fcmYhmEXfyuXHGLIY1LcqdkuZSWHEwfxHT6dNrhTMTwSWWCZ+lr3Rks/N+MPtpq2oohEy42TXihVAMLWldB8Xp5QLPJvlLrLCTgS8WJmSk4w+ZKrpqMbkw/k7KsNcpWGVFJdRK+QUzagOS6V+c8SFHIOOcRywqkL1+mL7J4Pzf+UXj0fwr4ITP7z4AfB35gPf4DwF82sw+jSv67v9gvMt3+WNLibRfYZQlkY1G39OTLG5+YpgsJq5pfmOLFhZJcFEyAGBKJsZg6WVQogfrKoXUDk1Nivsi/qRBO+IanJg+Q0HHbACLhoaOVrEcF1Zy2G9p4zIih/Nhc4ebEjpFy0VE2y2tHIo3Mw2Q8JjOAR4fsUgtGJOf02uvsMbjZb3j/64UPffl7+cCXf5Cv+fpv4vFdw1Ph1588hSdP2a3z1R96SHDHe+oG+Z765U7wQWa8QW+m5s5dY9wPbhjMvfBeu6HuJ7ZdcvjNEqWoigWuOgXpE7TAX4zCUgSRjVM+yQeoZC1mOau7t1qFNVgbryLWQDhxctlcbCwWiMNkUnMhZibbwPLOHIM2JMHXZlJx9LsCqJ7wMPGsXeqV6GKl5Jzw4dyUouCIMSSymUsIV4R7H9MYU9S8jLHlKWjJBha6nwbyQRGvPLNZpXtiOhRkieB0bBY8Bnu6gRC8tNXKvm989Qde5/2vP+DNNx/z6cf3vPf2hs+/+SaPnjbl924bZcvPFT1+7T+d9kotxvlYMngTd78fE+9Om50+GnPIvbGfG6017p6e+cxnPoOZcarGiMGITF69LJCGIa/3IZFF8wZyScwrrz6u1FF39bQuFsJtjsUTdxLOCOU552Lsg6X4BF8mhO1ucKDc2osRm5l4i8n0N7LJY/5iSJdn4MnovYlqaJlTLddsZw+l1Q1vtCGFsB/jypbyNImVl5tzxsnMUHW9ZXGPEsqstSiMzch0UihExSJheZLSZM4kB091tkUSwVbTW7qH7IHnoSjEk7FxwteJM2wqUnPCgWMzQXT1nJbdvPsde87cj8ppV9yq3FTfOpH+bS30EfF3gL+zvv8I8Ad+i+ecgX/tbf1e0BE7lheHTSnklno15nKeDEEkkk87NifTFlMnwNIll1Kd71jHZCOLwbSCx2PZIEeAZXXos2XaWqjDL+6JurE8HcszQ/irDzCyuPjLj4dIJAopHUQ4t9sN43zP/Zi8TqKYSYSREikc2lROaMqENey9JyIXxhtv0h+8hp8PNoYcPdOkeOPu7lPYXeEnPvlRwgdbVuDGl6fKV9zo5HJujd4dMyczydumJrMZM05EDiaVdrNJvo3UxSOCGY3REnXAkTO36oxQiuCBSJmSKqWmRWdc3HULyuKVp7qM2lI8s5g1o8QFJhPMclE9+/Iqiam3exhU5M8+PMi5s9m20qMyFl2sF5dSNqXMBMaUI2nzzhYbweS+FR7s2ghG7zy4vdFiGRLqx2I7WF4it2TX9DCbyyHGMmrET+ZabHHpI1IoqarHoM+OwQqi9mXqqFCJburtbDXx2s2Jb/iqD5Kz8+lPv8kn3njEVjPvud05WmN4oy5WVvJExMQi04cSrk61MMfgc2fnfNzTxhQcNxv9uOPuaePJG2/w6MmTZ0ySkhZ1MNh2fV7aVEpWzivnNKuhbVzYJ6Kkmi3GyVjhPm7X9w0EyQAy2pqCHqQOUq/MxqQx8IWAWECnYdOvsFtKconNEet9F0miDdk2Dwl/xWenkdOGmbNvN+S0/GtYpymLBdt1zq1xHAcpN4ZVLJy0ColaMjOrAT99YnnjlLtOBtWwVAk3CsqWAAAgAElEQVTr9JS5zTD7rj4e4N60XvVYReKgzcCt0d3IrhMr6VYFQ3GYiRldZm0+mX2QqyIpJddYvYecmSsVT4EnCsIxS9yYchF6H6Ss1LK3Ol4aZezFchQrEqUEJBNm5yOISOLJsxiOq79roXiteUmvv+D8LLzMDPnfKBqkTxmnqd/aiZnXB/TiDLcaOHBt4ogTvXHN8jSozKt/SMSSRa/w6px1U9Ysmp+XzN3TO9HaUmYjc2NQprDFm+nUN858MO/sD5ztZuLpnuNogqdcFXFxh7lT60beZT5rdRdfP6kC2U8n5hB1xVk3i2VyQsnzoT6HuyuEm8UA8cVEmJ2JPgDnHqQ8iHmimlhNl6Y5KZGQlgEz5Xm68F8zVfOJAlMqw8s5M+VMJJ3aLu4xF3O54YltTsiJOcSVJpLUkix/oZTYmWx7ZYRzu+/6MIdxJGNLhTFCqljg9nSi9clrD2+oFTlWjqJrEIXTolZupegUaHZdxK5KSlPBIUVXIaKBF9lpTBlrPbsPZK9ciuCc6fIzSbmw58TXfvD9mE0+9qlHfP7JU4bDg+3EZx495TNv3uExqGUjXB4n7uJaH8s8qx1NWPdx1sZ2nOnt4MnTJzx58oR2NGqtlKINt1hirPvzYmngHqSwZTUSy4hNUMi8Wt8KTnV38cBdcFoKFGeXnjWVIwQbWRQinyk5XZurY4y1+EKfEpJlk3V3nk5LLlsRF+SR12WOCHJRlm/JCYupbIpQlGiOxPTGXHYVgdwdxzGIPjn3g7AqiCY2SvYlArt468taxZLsygUpyU5CLOpBDsNH497AZr4qf8dwSg6aQ+936wRYwSeWpYQuWUKnmNBR3GO4GEUkp+4bOTmdRJ6Od9lcjNwgguwZy4FHI81Eo0uJPLSWFau89z3vecvr60uy0MfqsCfZmCLKm/w1lk1nBJnM8Lb47AiTX26TF24pqzEnrvOKGyvCznx5ZV9uzpwrw1xy46haTK2DyWfi0jzEM5Yux8JEDR0DbZkWERmPMzlXNYyz+LA39cScwYPcefjGU+6ePOaD7/8gp1PlQb1Rt98KN1slhdNQvN396PQI8lZIBTypwZSjMItYSWpbJDEs0lyZt4WaMuVUVBWkBD7EVgKS+/I+dzIngrmYRUMbQVd15Ki/MC/S89G4T5Xbacw8ZC3rAUK+KKWshSNRStGGQkIOjcFwNVXNVliEFyhK8soJfDoz0mLJaLOQZD0tVkth+GRbG/epnrAUbKWyL/m7ewM6RCVZv8a1pQQ3u/HgZAvXr8SemF3WGSkVSsDdXDa2SLDSXeHXHhnzBrYB4mlnMy5W2he2RPQVJJGDGk6qu/oZBqPJnvf10w3TGz//q28qMGSqszPa4LN3jbvjHo9MH8eiNUoROo7O07snHOe2FvvOuR0wJj267AyGjPVuT6cFUZhsBkyVoqcgzUQQbMmIBGkWwQchm+5wIKmZbO5g0qHIANYgqRg7L5roRaE+AyKdmaOQ5+TwzGaKWwTUvDaT8PBiE+xSl28zk+SuRiqCqQbyyukR3BT5XI0O59a0mCZouXJKiTEnZw/mCIafseGkEuR9o2LkeqK7YLhLwMowYf1pCi6KOfCkzOhSKuFda8uKvcoBnYHPwTgrnLsVkQhyVk/olDcZoWF4dGrdkUJ7rMJpQZVRGPMMFgwypU06gaeglhOvP9yxfKtGq8lFVT0gAdS+sP7kihV8q+MlWejBXdZVnufi3FYiMtM7lwSbtgIhLtUHIJxc7WwikhpFqKoiVNnPadgyFwoXHm9JQcbAsqge8tuO5+hYNmV9YBlnLMZOk13oChXubVKqk6M84+oT5LSzFee1fSMH/MFv+iY++eipFmLTETAtp8RssOXKw/XaguCYg+kIl/a5XuOkL+bDNHlydHcsiYp1Hp09Z3IkatbrMpMpWF3WraATC6Ew5xjOvu+kgKqWBGlZtPZwfCopyfElUFk9kpzxcKpJb3AO51QKMcY1vFqoTmarhluo4jfZ+MbUE0YoxUvB2A7Ua5PJklPyTq2ZXfaH3BTJ3s39WomWlDhcegkj6J5Iy+8FJrennVPdZE1QURJRCZLLFfJuaTDkKqqQd0vG3TEYnvShEoIq9gmwVZ00MWf01Vy2IFsm18xW5F/fp1NPAUxef3jDL3z01zkfk0vMXk2VN54c3N132nGne9adPg5Gd1prvPnGI+7v7/HRmWGUIsaJJRUZxroWy22lLN3IpSiKCPwcYANC8IBsvhNWRUmcATaF/wZiClmSMKiE2GM+VCyVXDjoatAn9Wjc6xISiQZoy/As1UypontKZbuCTsrGuXVF6uGMYUoPC8UgJoNTNkZvHMekDfH0c92EUU/nfg5mgmqQilNHIZ3U7G6hgiVGJaVlmGiJnDPS0QWR4MZUZFxOt/1ouAWP+yBHwFAhmU1w7X7KKElC+OFmokAaComBwPMN/ZBW5sld4+7Rm6QTJHbG/RM+/+ZnwaocM5tDSZzbgc1GC2e3St4K9DOHqlxKUuC6iqaCFWOLi6zpi4+XZqG3NK+0uLUKCq9frR4QzXIuZ755weGXIjAnCU8stIibqeGTrJAZyoQcCg7RvmDrSOlAWT+nxcnn4lJz4dOLWxEoYER+JzoZlLqk1UwFOSPVXbIgWaVW47Q43K/t4+rEV/KGMxeWXcXZXQ3iWiq7VWLKh2O4/p1LSi7zpyH2DyFDrE38auE1y+IhZJB1CWWwhY9fOFAlZawUnSZLIfmUV8x0cmQ1x0L49zBZ3V6oc2qaA5auCmFfJl9+ITYZOkGhCvGitEzJFsNhvfcryWujkIuk7bUUUr4oPpUpWutGToktm7DRBH6o8knFyN04LjL1SIR18jW5SurZFNBMBICw4JiIRxvqM7hJMe0ejC6eeMryjxkrWN5j0JNh0eXH7svDIGWSFfaykTfExjJ5jeec+LVPfYZHj+7xBfEQibs443TGeTLmwXE/Icmumei08xA0hd47A/pQJWchy9ua1BjX/Z7pKyehWCKSjNoMNVOPPsgrczamQUwi6SQ9XU3XSyRimLGvxReLK421uxqNHcHxbTQssvyhbNNCOsGqTgClKOfWcqGPxtO7M3EGiGv4SS2XXk+6FmjenDY698c9Z+/cJBEhkmW2shN10EYjZhCpsG3l2jOy4eCJvG/queWJLf95N5h0ZtPrGod6bW3dO+GwlyS4xzbIMlrEjRgyZJ7j4HyePH7jDT75mY/z9Mlkv02EDRmTEXhvWFJwuyjFKg6635G8YlXrSEbBSS0bdVYJxBYDz7yTo9LiUDHJpPcgU/D6LkuYAsEwaeHfkrILD7/Eh+FZWYOxOKyh2DQ1X5e8ajE5MNl9+lR6+iX+S3WpVpeJg9CHRZ9cPH7QWY2VMMTCuVflbMvhEJvU1QjUEeq5hBuFdK4QhETUG273xPseTD5/P5AYcoU5+MR8kIvEJHkJNSxUuVZiBZVMBRpf8fRKd9eC75dKNICBL6+Smi4xcfoAWZJhVSxmE0nQTLaVX5qSYCLL6onkZe8czu47bQZzOpYlmL+wIiTb1uKaQ/5BtpguYq7KwtVXCMNEP5NQHyVWf0YbklSJ6pEEFpnwASvK0cz0vpLx1pel8ZpLGMSBJTV/WzP2LbGXTZtoyvgMVW7hxNTdMBwlQMXSTugFERhHu6eUgkWjo0abJWWHXnphyRIlb5SalmAvkeek9aCNMxGZrQzefHTP3f0TLTw43iYjphgWI8EUXHTJXI01t1qMNgwmghncRCcehyiJI3ALar3w0VXktNHl/FkLTscnEoUtjLpuCVuxfhHBVtL6TC3rX8vMi8iod/GdcyZ6I5wr/p5ywexyv4kmW24y89w43dzgLjrn8fQJ3ZWxnNgpxfVSTYwoW6QGqwEenPs9Rxc76kHd6QxeKye8mKytfWJhpJKopbLyQLVxZMPz0r0Q4J0ehrdOTytnd4mdiLT8ijKf/LWP88lPf4rz0zfpkdhuKt4P2GSoN7ogrrTaNrVm2jjYHuwrM8NUqZsKwAgn58UuMxipk6ySSyWiLTtow9OkDqnsFX6z3D0pRA62S5SpVUrJlIBj3L/l9fWlWehtNcIuCjNfeLJuiky3QXZJgPG+4AdxtEeOFYwsS9pihRiTCKW/zxHkulg8Ycwp9szFFzsiqGR88eavrnCmuK6x/l644xeGgq/mlg/Mqqo7Qjz/cOxyCrEsIdVe8PSQMe84JPtjDnmoe1G+bTVYXD9dC+1F5JxWA0s7+Fz4aA/oTM5t0menhBpFhA7xHiGKGFJ0llLkxJnWEdOXH9CI5eUv+KNmee/spmrrtEQ325TRUlve+9m0yFlOwuiLRC6Y8G7nIqxRQPoKBLti7ylvWAxtKMgCesxBzvL49lq1GHvB/aDWypiTe0e89Vg03AQxOyUbY1ayTVrIf/z1h2qOJQ/mMsByjDGBgD4GxRK1bBztWKKdyvBDFkl5gxDrI89lCQzLT7zqcWzdE4Ns4q4/eSrGh04wiVbgfD548vggRmNapiYnUPPY0oIOQbmrWYE5Xao9CJh20SZ0wiqBbJ1zScoTHUP0z67CIyc15GPo1BsWpChYlkNjTdqo0bOv4rGLeVhf/u1xuWYWRD/o0ahlo4pQD0nORB6DOQSP5VBvbLS2+j2dwWDf1dhvvtg+AdlcaU8zGAX60yDVzF6q8mm9MObBKYnokFzOnHtUsY5MG93siy7ZJ0fvdHfuzvd8/GOf4+Of/DXGMag7dDuwPunD2IpiC8ME71gyEht91zW32fDs5Jm0uZhTU2XgnGqVoV6uYJ3DHlIss+9OvzdIgdkg1Q1v+qwVa7RpUCfeF6MmdKKKslOtsSgSFN/IadKm1pWUM3vNjO6cDU72j9/r5ks7AogVNeCuytRMqkRLaxGSa2GJBakkI60cSpkfpSuvdC5rhAufF9JK1FnHubJojTGxEOVypAV9XBNpEE0r9EFTFfbs1CBZcsKtkr0BmYGTUDVPSNyTk5OBvG1kA38weXx35kBSfI9Dkui1sFuSRa5FiKrosJz2BY8snnoMp4aTHepeaC1xGCQykeaV8qmerdw5AUoyZYyGjumBqqq5TiDFuNLrxFePxbDRaSjXLGqai0AXVihrMcuocslZx+erTs7W6YXFrrL1fs+JlYrPsTQQnZQ2zrMt7rTRwomTcR5B7uO6IeWcV1AH3NTCGC7mDL5YMIrQK6VQsuAnUZ2D2Q/ctTDG8kMZo/P4rnGzZY5laRyzK5Q8ZZghr/Ys8VVMp9lBthOeg5hn3PWcOeDx3edod41OcLs9YNuVDuVxXr47anqmOqnbCbOue3UYswwWC0+CpMGq7rRRJatkg8OMmxVsM3unz76qzcwlni4nyKsvkgtXhhC28mFVUuOMVVzofeuzXQOtp4uLnnMmUmZLJ/L6uZTE6knm4Bv5JnOMTj93WjgWTseoBfbtltEHx/lQEZIKRxWEWErBNt2b+2ZigEWQh9PzQRtBm0/hLvH/fepjfOoTn+fzn/006abgJRHzCTkqt6cHTDrbti36sgLZUw3KInIXM2bdyd5XRq5omTjYDOoWWFswLkaKQlmsrFIKNoK6dAfDg4pRbKOavJKwnVGcmifmFQ8Ia4xICi3KA58GaTJWTy4m5DwXe1Cq4+2mgO/kk2DEbKL/JkvUBGOc3/IS+1Is9DreO4GOxBdYYE55jYepAlTajEQFl4XXl0BB0YL+TDFnhttcEIgUsxFLzSrTUnXVF9MiL6xZi5BkzokLng8j+mr0muaqbpY+GBQsNWLAJXCYoaQsnxeMXIvd7XaDE5QjrybYielT4ii7hBUvjw+XFDzsWYPt0oz2XCAUgp2nUW4yuw9GyhzEdbMz1DTFJ6nkdY2N8lxj1mvABVJZ7Ar9P6ULWVkY9WJ2UKr8PkyLNSuYpRRtWMalz7LM5lwbdyTDYiJnDG0Kc06yJYY7hUprIlxnM4rrfjiPJ7ru2j+oJZPQCbDmTF/H8KfHwb5VOQpGsJfE7ZZVdJJpoy/mx0UwZYtxZNy3yWmrjDFoQ6rZBzcnnj45E1SsOKUXfWhxbWQzcZ6P2UshUmYMsZhaO7h78yntOEi5ckwnOMmrp8U6lTZtGAal3mNWdUqcqlAtqVnuU9a603XSVBydQU7sYbgPehucW6PWzFbKasCD7xtlBWO7JRjzqhyPNpdDpT6Doi3LUre3tASAflWLnm52NXLXfeO+jNViQji9gZlz1w5RiuclxWrCcJoZs94Lm86F8zn4xK99gs8+fpNPffJjvPb6awQbMaXOVdiIOOu2Cid9jp2UCr1Nbt6zEQnCD0FbDIYfmBlj6lRdkl3prbHEXOFGDFkjl6r4RxmGaY3pPpits+1VFX5U6W2GQZsLtxGFODMlxutyNY1pnI87Uji9S2ltUVgcEc4JbvMtPc6kfKtiaEwoInQ0vxf0aJk8gpkHjKAG5LxTItOmPIEu791bGS/FQg+ogbK4u6w0p5xZebCoOk9gq1E6uXDa1VBSNz9xdaOMTMkKMBalEER+yhIK2ZTWicUE8dUUdL/6sgj+lbVCKfLlnj7ZsmiWGKqSptSt2/L9EATRtNZlNcFSyOa2lslr6QabZ6ZdmC0rtzMkiJihXA1HFV7OCS8IXrJYUIwyN7MnRroETWdSmtSAoz7D8yMSA/l+XBqTJSTlB54xM1yKw4ozEcZ+aeSmcOr2jFlUS4FlUGVoMxDd3BaDJq+m+IWJJAWmPhpcqW4pwzBltXpMLl44w+UFYh64OJiUnNW0mgc+oGyJyhS9PRbNcxruOo3tW1WfwKGv90NBEwVLfWHdeXHHBd2NOWl98p7XdtoxOR+Tuh3i/YcEamF29XNnwtkD/Cl9ysTqaAetdfro2FqAtIjuRG7Mdo+hpn7GIQZuieRDm0XSLe1LEOfeyLUw2pmSC1sJzod+5/2yJ7gEr8zpErhVYf6RAjdtom5KcgJHPyVIh0ic51KN9yxiRF5VJtAjMQLGea7N1jlGkwiISa7O+R7aGHzy0SN+/sf/X47zPQ9eu8UqjH7mtZv3yZM+uoJ5UuOWnV523vOBD5Cmc4y+tAdiPfkUvjZHF7lgT1irWCkSDM2OpUxKJzaeUk7vZ8S9ePgE7rIEP5XC2RX96HNoXaCwpUzkQu/HcqldkaVlYyuBFSN7Ye4Zd2MvcO+ZGcei9Xa2nElROfsjjt4o/QQEaZPmwmcn75PUKtSgHAWrmS1u8HFGETIFfGDZ2fZKD4iR6PuJhHpOqWTGca/eFwNPhfzuW+jlfXGBRUzIjCpM0KJMUQwaUvClqLj1dQzOV0aMejtVuPDqgLssjJQuH8JFWb7eylUfak7CquHzVVBkKNBIYiPDkrwvIoVyULLhSdQ24lLBqvIdFyWlBax8zpTVSNn3E20MGAOWV3ZG6kXF5q2QB7swHmAu6wC5K6YlL5iUmnWyMPGPp7uuW4im6TPobkwkO9+XobplE9X0yihaHue2GuERi0G03hD8WtGVLLuBlOvCNwX5WFoK4AhdW+El+r0JQNi+rBCUIXqRj3eC3YqUpxbMkLdMQvARDmFD71HWe9dMHHaL4D3bRs3BuTltTG4fbkQ4rXdh8t4ZKVECJHnrRCD/ozCFgfhkK5XzMWGKpjt7Q5h3BZvL9joRUyKWMeQX723Q/aCtRZhp2NYZXrHRSEwJvEow7qZcHzFaA+JOG1YGIj8Ls199E7WkKjCFefsUlz4KuWpDPubQBpc39TjoxBR3rKfOcK7h1tlFVw7TqeAYg7/1I/8b93eDnE+8/uB1nt7dsT08ES65PyNz7wcP9p2jN7Z6y11/QkmJ8/09ljMcT7H9BqxDdrb8gNHuOEaj7JXMiTTgmJNWYE/G+a4xS5JvEZmNWBtWMGYG78RWiJawupr06LNQSmH2INUbot8pfJ5KzTt1C/IsWHLShHsfbMh/yXLCcqadz3LUFPhPjixx1u0NrR+kqsSv1hoNZ8+JY1axtYpxk4zwSS4ntjB8m0SIW5+nk9IOPbQhxs7NrT4/EY6lWxE5SiK6YNkUYO54ck7W6VP+Nh5ZltYWTBJEgfHWV/qXZKEXfn6hocHCF60oUMCGQiTGhb9qojuFUbhEm+mom0jrQyKKoTOX3YphkZXHaJ0LX17tTVX+RpFazmNVBM62bfTlqic/DzVOI9RoFfVsceIR7TAV/V0btn6vuNnOlH++if3gPsWI8ERfDdqUYu1BsgW4NKavStSQDUS5NNpSLFm/2AdqTkogMlwd/p4maYaUqjyzyL30BLKBrZxcYi2wZktC/6zqX6XSdUOwheezqnY9b+HwK3LOPJYfyaXXEIuGuNxRQou4AbdZ8JVaf05GsvWaha7GEstkMqUI+rpQFbdaqNW0yK45xECLtWXcD1S9Zjwrlk+QnXj3S6hAThVFyDnm69pkfdDDFyaa12lygkeXy+MxaK3TWhMraTqRMhYJpzJD/io5Q0I2EnMYR2tLO5HYMNwl9nMkgPMU5FQZ47hCjXMkzv3M0Sf7pmjMPjKjBRGDEY91Nl73ScDVnni0gfvQKTZv/OxP/iS//LFPQ3oKM3Fz+4Bhj3kyJ7lkwp8yp/pfg3r1ty/7Q+bqGzDFfTc3PGcmiQfpFnfn7rij7DdEyLTr8EN9k6l8h7pXnjyZFDfcE85GoKDuHpNaNlKcmDRSfYDNwLZJKrvYSgazOKdQYtglmMRsMi2RclBIpCg8yIXmA1+FnbtzOiXwgiQRRt137vqZytLQ6K4hxcTSRpgW3uwQkXAKOQ02K5zPZ/V0tkT0SeS0rEOk/GZOLHb6lCajFKXGeTRIBUuT2TeSiQs+exelskz1aFKW8V9xxmjs+/aW19eXZKFfXPQl9w8keggzMDFT5tCNO1GgSESCCHqCLcUVYmBhxFocV7W6Fu4JqpZCjTpLyPsCmHPDVtpuW6k9peyim5n6AFeNFqtRYxAurndejRsrEF1YvxZENbosAT3jSfTHjJNqJbtfN5IRctD0JDOpaX6lf8GqZPLCW9W2wFC0WtRn10B8eTURizs5jLncqTrL38WE/wvOuVjDAhaklVfp7qr612vRtb1sJiymhRY8Nasuohh92CaJLS8twmrcaVETfivfIvUM5DsuC+GU0hV2u2LHKYFvupYL9lH2T6KWxE3NzKnfHQGRnTEbIx7Qp3JjS8r4VPy1ryzRFssREa46ih6OuXN3dJ7eP6XWbWG9RWKm+4ZPVfLTnfNxx+hj9VMcdwXRJ0uMkM2z/gq0PthyYW6LlRRiibgFranZe9lgk02ohTQdm4XEId/1JfTbalkw5qVC1KmS5WHkLjZVNoOQniEMPvwrH+Wjv/px7s5PhU/vD5me8W6wZWp/Xf2uPJnD1nulBnC1DDkz5h2JzJZPmHemDfrUvb3RaGlSEux7xZtsFHIeJNsYkbAs/Lx1V4Rlrkx7Ip1DFJyNraqxrZ2vqqjIjRwPGbiKpNY41cB7JWej9zNWq063UVUIWmI7Ga138sGipJ4hZe7PYsaUktXg7GfKcErJnP3MVt9H752YZbX3N1JqWJryfrrQYUO2BwsjJkJGgLN33e95I9IgUqWkukLouxhed0E5Kbg9l8Twg1MttNYhTwqb4MiaxfOf6lX61a7ii4+XYqE3k9dMtayFTbUghnjebuIyekAk5YkSvripaVVdMkKaZuBOTpXJehMskZY9aVgmkmL8Ysg+YFFbhL22IK84uwj5tPhQM88YSz7NwqrFyRZsLWqoPMtVoSY6ypQURk7tqL+sym1nsV2Wh3dZXPZ2EdRMUREv+HmKhIfEQykgLrqBBRUBVxbSRQXrGLtVZtHiWBBtz1xOgSkVLcyZZ4v4Rbx11SXIH6VmsRMkeBL+nqaTimyLjeVXRCxoRTd8NlEsbfn2XxrKyYxptqxXtR3kBFsVUpPzRrXLaQJy0jPDjZiTdoqrR48Mq2BaZt+D1vTBbu2Mp8yOvHR0rgmO1WtQRe/MGWQPjjaoNfHk3Hl6d+bpoyeytjDnwkU0k7/7uU1u6iYp/H7DljIzsuT8YUqnqrtOkuEkB9ikvLVMLcEYhteEtYllh5zpPtlnYVAodijD2BJzZoZDs6G+T0r0DjnBjEGKLmvhFqSyTmBz2Rgb/PhP/SIpO4/v7phkbh6cuHt6x+hPsbRBHOwp01BzeJDZkuwJwuVRo8Z2o+QbMjDqU+4fOZ6LUiOSkWfC5h19u6FQmdYo2wMtTGGEOVtOzBhsYaS4w/0hx7XAmOy703omZ+M4GmkLKoGzE6WRqAoUr7IEIevEOHuw7RNjE0sZOMqEBmUBtfNyUp6w1bwKx0nZb3CDls6QoJ8Lr+WEW6Efd9S6M9KU0CyVZdCXmHM5cqJ1yrLsJ5hxXT8oQhiOQ0VfSeo11pTwHeZk0Ztl7NaGFMa3+4k4gCIG1H460XuQxiVZ462Nl2Kh1yKX1jEckgUWleFKhgoXO8ORcjat8A+zZylP6bIYRAg6mSuTznQEF4U+LwqZ/g6pY6s34Gkyp7FtSeIs5B9Dn8u1boUn+4IWcl4KTPR3wshpLgxNnhQywFJ1n23ipuPaJcZNocU8syaIoJdM7vpbqYjGh8l7JRaLJUJNU1tqRUvPKv4iYSvGQkWyaKjJjJorY/oKd1GYCqsyXxMgJfkXgi2ISsrPUmVNUJYHui+V6YWBAGJHecT1b+rUI3hGsYzl2ckLGObK7Y0gZ23x0zdtTosimC3kBcRyjFx2GERdnv+TPhToMUJKYZ/GqSZGg2MauyU1fJGvyUiytYg5lvx+rma4GqeP7wZ3x+Dz53v6MssLXD71KAA7UXh4Ksu2N61iJUhZcYNjXPQcWgAkhEsEnRRF/2Y4bSfSMRjlkJgrClbAGWzJwQopDerm3J8bo3fSTHhy9VUsX1XKx1idkhV1WS0zY/L4aeeXP/pRbF+WIu7YVjjuBzmpIrcY2E0S7ZQdrHGKjUbilC/mbllN9xnkMrVxxol6akt1mtapIZGtkNpTSv0y+X07dbwAABKOSURBVPH3MymM2AYlNqYtVbENUnlAzM62KTZS0FXB4sAsUauYMsOMbV8n+9Gx7UQdA7IWztkLN7e77kUCTxn3xOtRObJ49Z4bOGQ7se8yG0y14mMwR2Pbd0EqqeInSarS0ir4cm1lXvTaq+BbLLgcYlGMCCZDG5PptB0DSJlaAx+J7plC0FJIR1EP8jJmMyuk4ngPzsexhJtiHY3eF5x5OZW+tfFSLPQAbboCoUMGTMSQiIDMiLGCHjKG0Rz2Imx8Rkjtt7AMVb/Ch1lUywun+yLCEttBgiuK5M2iRy3P69SQ7bCvRfjZ3ummfoB2a5lbJbJoigvnvTQXbQm2DImoqlUGXa58HcK0a+dYx2yWCVvOq4IbxCZIa1ueAn5pfJo4xylncest4bOJ6rmYK6DTx2Rdh2WyhesaYVIWXgKaJZaR66GFQ8g9ES4GYQYUNQ3XxmcLq5fNwVwe/6znuprjAWQ5Fl02ZMtBdWkZkunDa5aYJm+iwcCmUbZtCTLlMJizfFASsik+T1lKtJDI6kortUIpldE7WzFKgt7lH25+CKtHXjQs++PeB5/9/JvYJkfMv/GDf4Nv++P/HBd/mMPvuYSpTJAKs6miTkmb2TwmVgslMj2J2yIGVzA5U8u+2BIVkmgt+6lKZuvO6HpPSM5xrmw7wuhN/YOtNHkOmdHPRkqdSSLmBNR3IgWl3HB/f8fPffgj5O2GnKBmuB9FauihnGNsEjMzDW63k5huDIKNGYkHe2X0piIlq4g6onGKyo5zMNhr4W7KfiSnybYlGdVNfbbauWPpzFZuoYH5Pd2dB7c7rT1h33ZID2jtgKxkrwgVCSoqstTZVQyq8I10mvTzU/acOVqibokjNW7KxnF0nRzdiNS5RwFDuSR6UyXdesN7sNnGmPfSGqCTalSJ5Oq+MXunknWSn8qvyptw/JyKPi84dUxmdIKqE/USgGYz5tHxsgR3SfBcTYnBxpYOPBWMxDGnrvFCBqCQ0iSnInTBIVulI9t07B9vlOA7MvaYdLtUpuLFJ0/EivJKK8k9J6O6Y7mqUiWvfp7gEEO+Hyy1GRdM2FRpRDiZ5c/tzmyNXLLk2Avj1/aio7cWLUV9WV7N25QWDhrXhTQv4cOFRx7ENZP28riXwRZVPiZVARXxHDOnICrn8jGilALutDVfRag9t+msyjuDTi5Zpl4pMpNJjcKwWK9nLc5ZTbCUEKS0TihwseXVKSAikTyRWJGIIfiAxfU3vzSK0WYXCdYpBaDHioWLCSmzZwWvx2J6KLhCyV8TsUXKYhc5XVV3kggtz6WGLiu3c0FrpyKf+JES1gZRCueQEr4kCYyPOdnGRSkMlibdddLz0EZ0XpF6d31i287d+eAjP/Fh/u4//FH+sP8LRPJViGgxNVM9J0530IfDrHjugnFap8U9kbNgnyh4NCJljt7Y6VrJauJBeQh1UstOZJc7JkONxlBwRwrYi2GnbQXrNM5hsKtXVYc+OxHBaA2vmTcffY7PvPGYbX8gIU7aKLbh50eiVlbDPEGHeirsUXA32jgLUogTcxOuLHrnrT5zMyhIJHY8PagF7vsTdr/BNgPbuL97JBve4aTpnE6nFfo9sVwxDmYEUaBaJcLYLPAc7APuZqJW427CVox0n4gsX/pEIoqTe8VoWM4kT7TR2HLBZ8HnZBb54tvI3NxAn7LXuCmJpzOoddeJfA62eksfXUyk42C7ybQGtRZsNJopQChZps+DSLeUmamnjT7bOgGIORO48oZhkQoK1are/7LQg2n0pNPx+WzkWmjzXlTRaVhdfa9tZx6PSZtO7YlCT7BHoUdivg1+5dtgYn5px/liZhaCWmQ2Nq7e4KoMl+1BqqRIumnWpjZdTQ/5zPvSki49VBg+1JQlJSYrCDnASlH1QJXd7Jxkz89w8WWBTJrPKu4IwTuxmphpeVWn9TdNPHjR4kLc8Gw6ykfIQbFkSQOSMlEvG5Hk56ZNahm97VkYd02ZlG0FQMjPZPpQg9rFKLm4AypEWNdtT5m8AoWFodtqjmVyEUVNw7ggfxeLAzOlcZGlVNbLiet7IoGkqtzLz9k6YUglW9fNfTHlWk6Abqt/IqEIaO2bIY3EnBDDmb3TRqfN4CA4przyx8U3fC1wOSVuirEloyaJ3WreiLmEd270cdD7XIKowEMe6YxJDNHaWuu8+flH/IW/9t/x8H2vEdkxBnnZYKTFaY4IJkabxhyI0x0QU7RgR03H6I67slp9dHIf9HbmaPfcnxuff+NzDO/kTdew5AVdksl5J9tOrUWbxnbi5uZE3io51eU7Xyh7ZcsFRme68xUf/DJOt0W9qOKMARUVT1sO9rKKJJ/k4rgnWpyFvQeUtBEFiHtsTCi36nnNpXOok5saPHhwi3shccLrYISIzLUaNe2kupN3MLr+TjImnWaQZ4FpVNtxn7hVnJ1phUCw7W3a8GbkuqwZSiZXI5tMKFLelhVJWwZyvswEB3VlSO/bxt19KPPZDayQo0sVHrEgpEy2vJxhJYQb82CMwTnSIlzAXW/qufiEMmj9oLLuhSmaMxOsTCznxQacpNqXVkcCSn0+VbSXuhT6LkuKyPr7loxqRp9lrWKDGZ2HN6J2WjoE7b3F8XIs9IEaG9O1KIfsUj0gl11N16yTihbO1TCMA9EoV/c51OU2EI9iKEzE3fE08bSOP6APunfB+CnW7xFrQgZdqnCJjg5ntih4WmRTnrJuDUfRX1pMxD0PIjszllmXr54CitaTxCgopZLShXGSyCSKFSzKYl6srmRK1/9f84VdpFPHVvJvwL1LXpzzZUuckjBwXErggireFAq33nLV79k2YbvG8mVfIwuqSqtSBsFGpZTrxpeWxD6lZ0fJhPoZF3pmWj8s6OwSFbnYIeYkV2B3zPV2CgGih8yzhk985Yweh673kzaJOa6w3FgmZSlnjMLoMgw7t870ztFkXzsG9OH0Njn65L4N7sfkydH47BudP/vnv5+788Gbn3u8XlNmTlvH7rJgLghvzCE7hZKNOQetBe6ZVI2aE5HBF1vHFr3UraoI8ODRkztu953Hjx4xz512vlealCEDuXkwj05MZ9Cxmti2G272ymkv7PtOLTupFG5eu+EbvvHr6O3ActLiPjZyfUjC2LZClESJCdGJFPTesT6phCjLGGW74WHNFCAVbZzQSclo09nTxlhUXCudnMSUsFpIpRJszwqwFtSbL6Pc3LLnQq6VbJW6Kt0IJ21qgp4SuAU3D/RZORikTYVTdvXO6pZJpWrzC50OS9J9b9NWoeDE1MmzRxMfPgM+JRy00zLrg5t0g9tkWFDKDuXExNR6ssGDbcMw6pavgT0eTt1vKCFxpNR6ULdtMcWq2FM5k3IBZEQ2lnMuWVBzCqVZgU7HJDlzBlLHh022NIiG4EWMu8f3ZDLnHpzv32WmZlpcQgHRi72hJQCSLY8VBFW4ibPu2PpXu73CvJfBlSdJr+MigxL2r4bbAeyk5OKVx2BGFgYZB4wNL0GKQaRdzB9ClbKD14ktPwpi4qbuOyH8POLyt0TaK1kAjzjlcyU+gfyrtSj11dqZZsupcVV0BBexkacAS6LjZVXWsgteXO+0mp9xMdi6rsrS+63/nAOsSJFpyORM9rwXSEX4OZGYV421ZPdhkGbg1VD4kwnvF94j5s1StTro9ZkeC4dUdLrJK3TaLvS/5aQp6qURVujD2UvCXNTQ5M7o8sRJWQpYvTfqHwSCwYY71tWjeHJ+zOl0ovUOsXEMJ9olJxQFRk9njOA8Go+fPuHP/YX/gTdOO9vp99LuPg/RITn7SelAc3ZqTkjqtFGK04+2PG6CrSbKlq89ap++Am8SszWczLSGeedzb9zzjb/3Q0BQkmN5MMeZ872a+be3Jx597jH37SCXjOWd4/6Or/wnvoL7kfCm0xxj8vC1B5RtI4ZTttf48K98hFPViccRqySnSnFxy23C6zev8cZ8RPhB3V4nz8ks6eqjU7fKiETvZyqJuhUtOCVR/MQ9d2AbM55Sy41Ow9W4m53CDTXDyBk7GufpnMrGCRjpTC+F8xyUauwpmMVXQQI39RaLxjxDzA5WKVUMqqM8IDG577ImJhQaYnPKjvmUKWMjUiNxi8/EXnf1myyJk27gMwuKHZ1UV0/BzpS8M9qhzIMQNGMm6vOp3EjBvBnjfGa/fYC3TiRpyftcOpAIqXB9yu8HY4yzdBK4TmdAd6N4otbMPN/BkA37tAkuYsT+4CHn81mW1DgpJ0oJTs149PTpW15j7Wo89QKHmT0GfuFFz+NtjA8An3nRk3iL4900V3g13y/leDfNFd5d831Rc/2aiPjyL/akl6KiB34hIr7lRU/irQ4z+/vvlvm+m+YKr+b7pRzvprnCu2u+L/tcXw6M/tV4NV6NV+PV+JKNVwv9q/FqvBqvxu/y8bIs9P/Ni57A2xzvpvm+m+YKr+b7pRzvprnCu2u+L/VcX4pm7Kvxarwar8ar8aUbL0tF/2q8Gq/Gq/FqfInGC1/ozew7zOwXzOzDZva9L8F8vtrM/g8z+zkz+1kz+w/X43/azH7NzH5ifX3ncz/zn6z5/4KZ/ZEXMOdfMbOfXvP6++ux95vZj5jZL61/37ceNzP782u+P2Vm3/wOzvMbn7t+P2Fmj8zsT75M19bM/qKZfcrMfua5x972tTSz71nP/yUz+553eL7/uZn9/JrTXzez967Hv9bM7p+7zt//3M/80+se+vB6TW/HHPEfZa5v+71/p9aM32a+f/W5uf6Kmf3EevyFXtsvOi5uiC/iC4lUfxn4emADfhL4phc8p68Evnl9/xrwi8A3AX8a+I9/i+d/05r3Dnzdej35HZ7zrwAf+E2P/Vnge9f33wv8mfX9dwJ/Ezm1fSvwoy/wvf914GtepmsLfBvwzcDP/E6vJfB+4CPr3/et79/3Ds7324Gyvv8zz833a59/3m/6Pf838AfXa/mbwB99h+b6tt77d3LN+K3m+5v+/58D/tOX4dp+sa8XXdH/AeDDEfGRiGjADwHf9SInFBGfiIgfW98/Bn4O+NAX+JHvAn4oIo6I+IfAh9HretHju4C/tL7/S8C//NzjPxgafw94r5l95QuY3x8GfjkifvULPOcdv7YR8X8Cn/st5vF2ruUfAX4kIj4XEZ8HfgT4jndqvhHxtyNirP/8e8BXfaHfseb8ekT8X6GV6Qd59hq/pHP9AuO3e+/fsTXjC813VeX/OvA/faHf8U5d2y82XvRC/yHgo8/998f4wovqOzrM7GuB3w/86HroP1jH4b94Ob7zcryGAP62mf0DM/t312NfERGfAG1ewAfX4y/DfAG+m9/4IXlZry28/Wv5sswb4N9GVeRlfJ2Z/biZ/V0z+0PrsQ+hOV7GOz3ft/PevyzX9g8Bn4yIX3rusZfx2gIvfqH/rbCql4IGZGYPgf8F+JMR8Qj4r4HfA/xTwCfQsQ1ejtfwz0TENwN/FPj3zezbvsBzX/h8zWwD/hjwP6+HXuZr+4XGbze/l2LeZvZ9KLzrr6yHPgH8kxHx+4H/CPgfzex1Xux83+57/1JcW+Df4DcWKi/jtb2OF73Qfwz46uf++6uAj7+guVyHmVW0yP+ViPhrABHxyYiYEeHAf8szCOGFv4aI+Pj691PAX19z++QFkln/fmo9/YXPF21IPxYRn4SX+9qu8Xav5Quf92oA/4vAv7kgAxYM8tn1/T9AWPc3rPk+D++8Y/P9Hbz3L8O1LcC/AvzVy2Mv47V9frzohf7/AX6fmX3dqvK+G/jhFzmhhb39APBzEfFfPPf48zj2HwcunfgfBr7bzHYz+zrg96Hmyzs13wdm9trle9SI+5k1rwvb43uA//W5+f6JxRj5VuDNCyzxDo7fUA29rNf2ufF2r+XfAr7dzN63oIhvX4+9I8PMvgP4U8Afi4i75x7/cjMZCJvZ16Pr+ZE158dm9q3r/v8Tz73GL/Vc3+57/zKsGf888PMRcYVkXsZr+xvGO939/c1fiLnwi2gH/L6XYD7/LDpa/RTwE+vrO4G/DPz0evyHga987me+b83/F3iHO+qIffCT6+tnL9cQ+DLgfwd+af37/vW4Af/Vmu9PA9/yDs/3Fvgs8J7nHntpri3agD4BdFSN/Tu/k2uJsPEPr69/6x2e74cRjn25f79/PfdfXffITwI/BvxLz/2eb0GL7C8D/yVLTPkOzPVtv/fv1JrxW813Pf7fA//eb3ruC722X+zrlTL21Xg1Xo1X43f5eNHQzavxarwar8ar8SUerxb6V+PVeDVejd/l49VC/2q8Gq/Gq/G7fLxa6F+NV+P/b6cOZAAAAAAG+Vvf4yuIYE70AHOiB5gTPcCc6AHmAqnx2BUalpq9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ORB_detect(img1, img2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    " sift(img1, img2)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
